Unsupervised Machine Learning in R
2022-03-24
Define the question
- Learn the characteristics of customer groups of Kira Plastinina
- Perform clustering stating insights drawn from your analysis and visualizations.
- Upon implementation, provide comparisons between the approaches learned this week i.e. K-Means clustering vs Hierarchical clustering highlighting the strengths and limitations of each approach in the context of your analysis.
Metric of success
- Successfully perform clustering stating insights drawn from your analysis and visualizations.
The context
Kira Plastinina is a Russian brand that is sold through a defunct chain of retail stores in Russia, Ukraine, Kazakhstan, Belarus, China, Philippines, and Armenia. The brand’s Sales and Marketing team would like to understand their customer’s behavior from data that they have collected over the past year. More specifically, they would like to learn the characteristics of customer groups.
Experimental design taken
Define the question, the metric for success, the context, experimental design taken.
Read and explore the given dataset.
Define the appropriateness of the available data to answer the given question.
Find and deal with outliers, anomalies, and missing data within the dataset.
Perform univariate, bivariate recording your observations.
Perform Clustering.
Recommendation and conclusions
Appropriateness of the available data
Our dataset is suitable in identifying characteristics of the customers.
Checking the dataset
# Let's start by importing our dataset
ecomm<- read.csv('http://bit.ly/EcommerceCustomersDataset')# View the first 6 rows of our dataset
head(ecomm)## Administrative Administrative_Duration Informational Informational_Duration
## 1 0 0 0 0
## 2 0 0 0 0
## 3 0 -1 0 -1
## 4 0 0 0 0
## 5 0 0 0 0
## 6 0 0 0 0
## ProductRelated ProductRelated_Duration BounceRates ExitRates PageValues
## 1 1 0.000000 0.20000000 0.2000000 0
## 2 2 64.000000 0.00000000 0.1000000 0
## 3 1 -1.000000 0.20000000 0.2000000 0
## 4 2 2.666667 0.05000000 0.1400000 0
## 5 10 627.500000 0.02000000 0.0500000 0
## 6 19 154.216667 0.01578947 0.0245614 0
## SpecialDay Month OperatingSystems Browser Region TrafficType
## 1 0 Feb 1 1 1 1
## 2 0 Feb 2 2 1 2
## 3 0 Feb 4 1 9 3
## 4 0 Feb 3 2 2 4
## 5 0 Feb 3 3 1 4
## 6 0 Feb 2 2 1 3
## VisitorType Weekend Revenue
## 1 Returning_Visitor FALSE FALSE
## 2 Returning_Visitor FALSE FALSE
## 3 Returning_Visitor FALSE FALSE
## 4 Returning_Visitor FALSE FALSE
## 5 Returning_Visitor TRUE FALSE
## 6 Returning_Visitor FALSE FALSE# View the last 6 rows of our dataset
tail(ecomm)## Administrative Administrative_Duration Informational
## 12325 0 0 1
## 12326 3 145 0
## 12327 0 0 0
## 12328 0 0 0
## 12329 4 75 0
## 12330 0 0 0
## Informational_Duration ProductRelated ProductRelated_Duration BounceRates
## 12325 0 16 503.000 0.000000000
## 12326 0 53 1783.792 0.007142857
## 12327 0 5 465.750 0.000000000
## 12328 0 6 184.250 0.083333333
## 12329 0 15 346.000 0.000000000
## 12330 0 3 21.250 0.000000000
## ExitRates PageValues SpecialDay Month OperatingSystems Browser Region
## 12325 0.03764706 0.00000 0 Nov 2 2 1
## 12326 0.02903061 12.24172 0 Dec 4 6 1
## 12327 0.02133333 0.00000 0 Nov 3 2 1
## 12328 0.08666667 0.00000 0 Nov 3 2 1
## 12329 0.02105263 0.00000 0 Nov 2 2 3
## 12330 0.06666667 0.00000 0 Nov 3 2 1
## TrafficType VisitorType Weekend Revenue
## 12325 1 Returning_Visitor FALSE FALSE
## 12326 1 Returning_Visitor TRUE FALSE
## 12327 8 Returning_Visitor TRUE FALSE
## 12328 13 Returning_Visitor TRUE FALSE
## 12329 11 Returning_Visitor FALSE FALSE
## 12330 2 New_Visitor TRUE FALSE# Check number of records and variables
dim(ecomm)## [1] 12330 18We have 12,330 records and 18 variables
# Check the datatypes of our dataset
library(tidyverse)## Warning: package 'tidyverse' was built under R version 4.1.3## -- Attaching packages --------------------------------------- tidyverse 1.3.1 --## v ggplot2 3.3.5 v purrr 0.3.4
## v tibble 3.1.6 v dplyr 1.0.8
## v tidyr 1.2.0 v stringr 1.4.0
## v readr 2.1.2 v forcats 0.5.1## Warning: package 'ggplot2' was built under R version 4.1.3## Warning: package 'dplyr' was built under R version 4.1.3## -- Conflicts ------------------------------------------ tidyverse_conflicts() --
## x dplyr::filter() masks stats::filter()
## x dplyr::lag() masks stats::lag()options(warn = -1)
glimpse(ecomm)## Rows: 12,330
## Columns: 18
## $ Administrative <int> 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 2~
## $ Administrative_Duration <dbl> 0, 0, -1, 0, 0, 0, -1, -1, 0, 0, 0, 0, 0, 0, 0~
## $ Informational <int> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0~
## $ Informational_Duration <dbl> 0, 0, -1, 0, 0, 0, -1, -1, 0, 0, 0, 0, 0, 0, 0~
## $ ProductRelated <int> 1, 2, 1, 2, 10, 19, 1, 1, 2, 3, 3, 16, 7, 6, 2~
## $ ProductRelated_Duration <dbl> 0.000000, 64.000000, -1.000000, 2.666667, 627.~
## $ BounceRates <dbl> 0.200000000, 0.000000000, 0.200000000, 0.05000~
## $ ExitRates <dbl> 0.200000000, 0.100000000, 0.200000000, 0.14000~
## $ PageValues <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0~
## $ SpecialDay <dbl> 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.4, 0.0, 0.8, 0~
## $ Month <chr> "Feb", "Feb", "Feb", "Feb", "Feb", "Feb", "Feb~
## $ OperatingSystems <int> 1, 2, 4, 3, 3, 2, 2, 1, 2, 2, 1, 1, 1, 2, 3, 1~
## $ Browser <int> 1, 2, 1, 2, 3, 2, 4, 2, 2, 4, 1, 1, 1, 5, 2, 1~
## $ Region <int> 1, 1, 9, 2, 1, 1, 3, 1, 2, 1, 3, 4, 1, 1, 3, 9~
## $ TrafficType <int> 1, 2, 3, 4, 4, 3, 3, 5, 3, 2, 3, 3, 3, 3, 3, 3~
## $ VisitorType <chr> "Returning_Visitor", "Returning_Visitor", "Ret~
## $ Weekend <lgl> FALSE, FALSE, FALSE, FALSE, TRUE, FALSE, FALSE~
## $ Revenue <lgl> FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALS~We have integer, logical,character and double datatypes in our dataset
# Check the summary of our dataset
summary(ecomm)## Administrative Administrative_Duration Informational
## Min. : 0.000 Min. : -1.00 Min. : 0.000
## 1st Qu.: 0.000 1st Qu.: 0.00 1st Qu.: 0.000
## Median : 1.000 Median : 8.00 Median : 0.000
## Mean : 2.318 Mean : 80.91 Mean : 0.504
## 3rd Qu.: 4.000 3rd Qu.: 93.50 3rd Qu.: 0.000
## Max. :27.000 Max. :3398.75 Max. :24.000
## NA's :14 NA's :14 NA's :14
## Informational_Duration ProductRelated ProductRelated_Duration
## Min. : -1.00 Min. : 0.00 Min. : -1.0
## 1st Qu.: 0.00 1st Qu.: 7.00 1st Qu.: 185.0
## Median : 0.00 Median : 18.00 Median : 599.8
## Mean : 34.51 Mean : 31.76 Mean : 1196.0
## 3rd Qu.: 0.00 3rd Qu.: 38.00 3rd Qu.: 1466.5
## Max. :2549.38 Max. :705.00 Max. :63973.5
## NA's :14 NA's :14 NA's :14
## BounceRates ExitRates PageValues SpecialDay
## Min. :0.000000 Min. :0.00000 Min. : 0.000 Min. :0.00000
## 1st Qu.:0.000000 1st Qu.:0.01429 1st Qu.: 0.000 1st Qu.:0.00000
## Median :0.003119 Median :0.02512 Median : 0.000 Median :0.00000
## Mean :0.022152 Mean :0.04300 Mean : 5.889 Mean :0.06143
## 3rd Qu.:0.016684 3rd Qu.:0.05000 3rd Qu.: 0.000 3rd Qu.:0.00000
## Max. :0.200000 Max. :0.20000 Max. :361.764 Max. :1.00000
## NA's :14 NA's :14
## Month OperatingSystems Browser Region
## Length:12330 Min. :1.000 Min. : 1.000 Min. :1.000
## Class :character 1st Qu.:2.000 1st Qu.: 2.000 1st Qu.:1.000
## Mode :character Median :2.000 Median : 2.000 Median :3.000
## Mean :2.124 Mean : 2.357 Mean :3.147
## 3rd Qu.:3.000 3rd Qu.: 2.000 3rd Qu.:4.000
## Max. :8.000 Max. :13.000 Max. :9.000
##
## TrafficType VisitorType Weekend Revenue
## Min. : 1.00 Length:12330 Mode :logical Mode :logical
## 1st Qu.: 2.00 Class :character FALSE:9462 FALSE:10422
## Median : 2.00 Mode :character TRUE :2868 TRUE :1908
## Mean : 4.07
## 3rd Qu.: 4.00
## Max. :20.00
## # Check the column names
names(ecomm)## [1] "Administrative" "Administrative_Duration"
## [3] "Informational" "Informational_Duration"
## [5] "ProductRelated" "ProductRelated_Duration"
## [7] "BounceRates" "ExitRates"
## [9] "PageValues" "SpecialDay"
## [11] "Month" "OperatingSystems"
## [13] "Browser" "Region"
## [15] "TrafficType" "VisitorType"
## [17] "Weekend" "Revenue"Data Cleaning
# Let's check for missing values
colSums(is.na(ecomm))## Administrative Administrative_Duration Informational
## 14 14 14
## Informational_Duration ProductRelated ProductRelated_Duration
## 14 14 14
## BounceRates ExitRates PageValues
## 14 14 0
## SpecialDay Month OperatingSystems
## 0 0 0
## Browser Region TrafficType
## 0 0 0
## VisitorType Weekend Revenue
## 0 0 0We have missing values in Administrative,Administrative_Duration,Informational, Informational_Duration,ProductRelated,ProductRelated_Duration, BounceRates and ExitRates variables. With all variables having an equal number of missing values
# Check the exact rows with missing values
ecomm[!complete.cases(ecomm),]## Administrative Administrative_Duration Informational
## 1066 NA NA NA
## 1133 NA NA NA
## 1134 NA NA NA
## 1135 NA NA NA
## 1136 NA NA NA
## 1137 NA NA NA
## 1474 NA NA NA
## 1475 NA NA NA
## 1476 NA NA NA
## 1477 NA NA NA
## 2038 NA NA NA
## 2039 NA NA NA
## 2040 NA NA NA
## 2754 NA NA NA
## Informational_Duration ProductRelated ProductRelated_Duration BounceRates
## 1066 NA NA NA NA
## 1133 NA NA NA NA
## 1134 NA NA NA NA
## 1135 NA NA NA NA
## 1136 NA NA NA NA
## 1137 NA NA NA NA
## 1474 NA NA NA NA
## 1475 NA NA NA NA
## 1476 NA NA NA NA
## 1477 NA NA NA NA
## 2038 NA NA NA NA
## 2039 NA NA NA NA
## 2040 NA NA NA NA
## 2754 NA NA NA NA
## ExitRates PageValues SpecialDay Month OperatingSystems Browser Region
## 1066 NA 0 0 Mar 2 2 2
## 1133 NA 0 0 Mar 1 1 1
## 1134 NA 0 0 Mar 2 4 5
## 1135 NA 0 0 Mar 2 2 1
## 1136 NA 0 0 Mar 3 2 1
## 1137 NA 0 0 Mar 2 2 1
## 1474 NA 0 0 Mar 2 2 1
## 1475 NA 0 0 Mar 1 1 6
## 1476 NA 0 0 Mar 2 2 3
## 1477 NA 0 0 Mar 1 1 2
## 2038 NA 0 0 Mar 3 2 4
## 2039 NA 0 0 Mar 2 2 1
## 2040 NA 0 0 Mar 3 2 4
## 2754 NA 0 0 May 2 2 4
## TrafficType VisitorType Weekend Revenue
## 1066 1 Returning_Visitor FALSE FALSE
## 1133 2 Returning_Visitor FALSE FALSE
## 1134 1 Returning_Visitor FALSE FALSE
## 1135 2 Returning_Visitor FALSE FALSE
## 1136 1 Returning_Visitor FALSE FALSE
## 1137 2 Returning_Visitor FALSE FALSE
## 1474 1 Returning_Visitor TRUE FALSE
## 1475 1 Returning_Visitor TRUE FALSE
## 1476 1 Returning_Visitor FALSE FALSE
## 1477 3 Returning_Visitor FALSE FALSE
## 2038 1 Returning_Visitor FALSE FALSE
## 2039 2 Returning_Visitor FALSE FALSE
## 2040 15 Returning_Visitor TRUE FALSE
## 2754 13 Returning_Visitor FALSE FALSEOur variables have missing values in the same rows
# Dealing with missing values
# The percentage of missing values in each variable is 0.11% this is a very
# small portion of our dataset and deleting them will not cause a big impact
# in our analysis
percent <-14/12330 * 100
percent## [1] 0.1135442# Let's drop our missing values
ecomm_clean <- ecomm[complete.cases(ecomm),]
# Confirm changes made
colSums(is.na(ecomm_clean))## Administrative Administrative_Duration Informational
## 0 0 0
## Informational_Duration ProductRelated ProductRelated_Duration
## 0 0 0
## BounceRates ExitRates PageValues
## 0 0 0
## SpecialDay Month OperatingSystems
## 0 0 0
## Browser Region TrafficType
## 0 0 0
## VisitorType Weekend Revenue
## 0 0 0# Let's check the dimensions of our cleaned dataframe
dim(ecomm_clean)## [1] 12316 18We are 14 records less after dealing with the missing values
# Check for duplicate values
sum(duplicated(ecomm_clean))## [1] 117We have 117 duplicates
# Identify the duplicate records
ecomm_clean[duplicated(ecomm_clean),]## Administrative Administrative_Duration Informational
## 159 0 0 0
## 179 0 0 0
## 419 0 0 0
## 457 0 0 0
## 484 0 0 0
## 513 0 0 0
## 555 0 0 0
## 590 0 0 0
## 660 0 0 0
## 775 0 0 0
## 873 0 0 0
## 890 0 0 0
## 923 0 0 0
## 948 0 0 0
## 975 0 0 0
## 1035 0 0 0
## 1120 0 0 0
## 1171 0 0 0
## 1177 0 0 0
## 1214 0 0 0
## 1215 0 0 0
## 1292 0 0 0
## 1326 0 0 0
## 1357 0 0 0
## 1367 0 0 0
## 1382 0 0 0
## 1391 0 0 0
## 1395 0 0 0
## 1437 0 0 0
## 1454 0 0 0
## 1516 0 0 0
## 1574 0 0 0
## 1609 0 0 0
## 1698 0 0 0
## 1776 0 0 0
## 1805 0 0 0
## 1840 0 0 0
## 1867 0 0 0
## 1926 0 0 0
## 1934 0 0 0
## 1950 0 0 0
## 2057 0 0 0
## 2058 0 0 0
## 2236 0 0 0
## 2622 0 0 0
## 2740 0 0 0
## 3232 0 0 0
## 3273 0 0 0
## 3282 0 0 0
## 3578 0 0 0
## 3651 0 0 0
## 3664 0 0 0
## 3722 0 0 0
## 3892 0 0 0
## 4164 0 0 0
## 4183 0 0 0
## 4232 0 0 0
## 4344 0 0 0
## 4375 0 0 0
## 4404 0 0 0
## 4427 0 0 0
## 4464 0 0 0
## 4490 0 0 0
## 4553 0 0 0
## 4818 0 0 0
## 4884 0 0 0
## 4914 0 0 0
## 5039 0 0 0
## 5044 0 0 0
## 5057 0 0 0
## 5119 0 0 0
## 5199 0 0 0
## 5200 0 0 0
## 5255 0 0 0
## 5277 0 0 0
## 5287 0 0 0
## 5356 0 0 0
## 5408 0 0 0
## 6930 0 0 0
## 7152 0 0 0
## 7636 0 0 0
## 8545 0 0 0
## 9307 0 0 0
## 9495 0 0 0
## 9552 0 0 0
## 9569 0 0 0
## 9582 0 0 0
## 9719 0 0 0
## 9770 0 0 0
## 9879 0 0 0
## 9908 0 0 0
## 10147 0 0 0
## 10223 0 0 0
## 10270 0 0 0
## 10573 0 0 0
## 10632 0 0 0
## 10752 0 0 0
## 10796 0 0 0
## 10842 0 0 0
## 10989 0 0 0
## 11044 0 0 0
## 11206 0 0 0
## 11405 0 0 0
## 11524 0 0 0
## 11582 0 0 0
## 11625 0 0 0
## 11659 0 0 0
## 11734 0 0 0
## 11748 0 0 0
## 11802 0 0 0
## 11814 0 0 0
## 11828 0 0 0
## 11935 0 0 0
## 11939 0 0 0
## 12160 0 0 0
## 12181 0 0 0
## 12186 0 0 0
## Informational_Duration ProductRelated ProductRelated_Duration BounceRates
## 159 0 1 0 0.2
## 179 0 1 0 0.2
## 419 0 1 0 0.2
## 457 0 1 0 0.2
## 484 0 1 0 0.2
## 513 0 1 0 0.2
## 555 0 1 0 0.2
## 590 0 1 0 0.2
## 660 0 2 0 0.2
## 775 0 1 0 0.2
## 873 0 1 0 0.2
## 890 0 1 0 0.2
## 923 0 1 0 0.2
## 948 0 1 0 0.2
## 975 0 1 0 0.2
## 1035 0 1 0 0.2
## 1120 0 1 0 0.2
## 1171 0 1 0 0.2
## 1177 0 1 0 0.2
## 1214 0 1 0 0.2
## 1215 0 1 0 0.2
## 1292 0 2 0 0.2
## 1326 0 1 0 0.2
## 1357 0 2 0 0.2
## 1367 0 1 0 0.2
## 1382 0 1 0 0.2
## 1391 0 1 0 0.2
## 1395 0 1 0 0.2
## 1437 0 1 0 0.2
## 1454 0 1 0 0.2
## 1516 0 1 0 0.2
## 1574 0 1 0 0.2
## 1609 0 1 0 0.2
## 1698 0 1 0 0.2
## 1776 0 1 0 0.2
## 1805 0 1 0 0.2
## 1840 0 1 0 0.2
## 1867 0 1 0 0.2
## 1926 0 1 0 0.2
## 1934 0 1 0 0.2
## 1950 0 1 0 0.2
## 2057 0 1 0 0.2
## 2058 0 1 0 0.2
## 2236 0 1 0 0.2
## 2622 0 1 0 0.2
## 2740 0 1 0 0.2
## 3232 0 1 0 0.2
## 3273 0 1 0 0.2
## 3282 0 1 0 0.2
## 3578 0 1 0 0.2
## 3651 0 1 0 0.2
## 3664 0 1 0 0.2
## 3722 0 1 0 0.2
## 3892 0 1 0 0.2
## 4164 0 1 0 0.2
## 4183 0 1 0 0.2
## 4232 0 1 0 0.2
## 4344 0 1 0 0.2
## 4375 0 1 0 0.2
## 4404 0 1 0 0.2
## 4427 0 1 0 0.2
## 4464 0 1 0 0.2
## 4490 0 1 0 0.2
## 4553 0 2 0 0.2
## 4818 0 1 0 0.2
## 4884 0 1 0 0.2
## 4914 0 1 0 0.2
## 5039 0 1 0 0.2
## 5044 0 1 0 0.2
## 5057 0 1 0 0.2
## 5119 0 1 0 0.2
## 5199 0 1 0 0.2
## 5200 0 2 0 0.2
## 5255 0 1 0 0.2
## 5277 0 1 0 0.2
## 5287 0 1 0 0.2
## 5356 0 1 0 0.2
## 5408 0 1 0 0.2
## 6930 0 1 0 0.2
## 7152 0 1 0 0.2
## 7636 0 1 0 0.2
## 8545 0 1 0 0.2
## 9307 0 1 0 0.2
## 9495 0 1 0 0.2
## 9552 0 1 0 0.2
## 9569 0 1 0 0.2
## 9582 0 1 0 0.2
## 9719 0 1 0 0.2
## 9770 0 1 0 0.2
## 9879 0 1 0 0.2
## 9908 0 1 0 0.2
## 10147 0 1 0 0.2
## 10223 0 2 0 0.2
## 10270 0 1 0 0.2
## 10573 0 1 0 0.2
## 10632 0 1 0 0.2
## 10752 0 1 0 0.2
## 10796 0 1 0 0.2
## 10842 0 1 0 0.2
## 10989 0 1 0 0.2
## 11044 0 1 0 0.2
## 11206 0 1 0 0.2
## 11405 0 1 0 0.2
## 11524 0 1 0 0.2
## 11582 0 1 0 0.2
## 11625 0 1 0 0.2
## 11659 0 1 0 0.2
## 11734 0 1 0 0.2
## 11748 0 1 0 0.2
## 11802 0 1 0 0.2
## 11814 0 1 0 0.2
## 11828 0 1 0 0.2
## 11935 0 1 0 0.2
## 11939 0 1 0 0.2
## 12160 0 1 0 0.2
## 12181 0 1 0 0.2
## 12186 0 1 0 0.2
## ExitRates PageValues SpecialDay Month OperatingSystems Browser Region
## 159 0.2 0 0.0 Feb 1 1 1
## 179 0.2 0 0.0 Feb 3 2 3
## 419 0.2 0 0.0 Mar 1 1 1
## 457 0.2 0 0.0 Mar 2 2 4
## 484 0.2 0 0.0 Mar 3 2 3
## 513 0.2 0 0.0 Mar 2 2 1
## 555 0.2 0 0.0 Mar 2 2 1
## 590 0.2 0 0.0 Mar 2 2 1
## 660 0.2 0 0.0 Mar 2 5 1
## 775 0.2 0 0.0 Mar 2 2 4
## 873 0.2 0 0.0 Mar 3 2 3
## 890 0.2 0 0.0 Mar 1 1 2
## 923 0.2 0 0.0 Mar 3 2 2
## 948 0.2 0 0.0 Mar 2 2 1
## 975 0.2 0 0.0 Mar 2 2 1
## 1035 0.2 0 0.0 Mar 2 2 1
## 1120 0.2 0 0.0 Mar 2 2 1
## 1171 0.2 0 0.0 Mar 3 2 1
## 1177 0.2 0 0.0 Mar 2 4 1
## 1214 0.2 0 0.0 Mar 3 2 3
## 1215 0.2 0 0.0 Mar 1 1 1
## 1292 0.2 0 0.0 Mar 2 2 1
## 1326 0.2 0 0.0 Mar 1 1 3
## 1357 0.2 0 0.0 Mar 1 1 1
## 1367 0.2 0 0.0 Mar 1 1 8
## 1382 0.2 0 0.0 Mar 1 1 4
## 1391 0.2 0 0.0 Mar 2 2 1
## 1395 0.2 0 0.0 Mar 2 2 1
## 1437 0.2 0 0.0 Mar 3 2 3
## 1454 0.2 0 0.0 Mar 2 2 1
## 1516 0.2 0 0.0 Mar 1 1 1
## 1574 0.2 0 0.0 Mar 2 2 1
## 1609 0.2 0 0.0 Mar 2 2 7
## 1698 0.2 0 0.0 Mar 2 2 2
## 1776 0.2 0 0.0 Mar 3 2 1
## 1805 0.2 0 0.0 Mar 1 1 8
## 1840 0.2 0 0.0 Mar 2 2 1
## 1867 0.2 0 0.0 Mar 1 1 1
## 1926 0.2 0 0.0 Mar 3 2 1
## 1934 0.2 0 0.0 Mar 2 2 1
## 1950 0.2 0 0.0 Mar 2 2 1
## 2057 0.2 0 0.0 Mar 3 2 3
## 2058 0.2 0 0.0 Mar 2 4 1
## 2236 0.2 0 0.0 May 1 1 4
## 2622 0.2 0 0.0 May 1 1 1
## 2740 0.2 0 0.0 May 2 2 1
## 3232 0.2 0 0.0 May 2 4 1
## 3273 0.2 0 0.0 May 1 1 3
## 3282 0.2 0 0.0 May 1 1 1
## 3578 0.2 0 0.0 May 2 2 1
## 3651 0.2 0 0.0 May 2 2 4
## 3664 0.2 0 0.0 May 1 1 1
## 3722 0.2 0 0.0 May 1 1 4
## 3892 0.2 0 0.0 May 2 2 7
## 4164 0.2 0 0.0 May 1 1 4
## 4183 0.2 0 0.0 May 1 1 1
## 4232 0.2 0 0.0 May 2 2 2
## 4344 0.2 0 0.0 May 3 2 1
## 4375 0.2 0 0.0 May 2 2 1
## 4404 0.2 0 0.0 May 2 2 1
## 4427 0.2 0 0.0 May 2 2 1
## 4464 0.2 0 0.0 May 1 1 1
## 4490 0.2 0 0.0 May 3 2 9
## 4553 0.2 0 0.0 May 2 2 2
## 4818 0.2 0 0.0 May 2 2 1
## 4884 0.2 0 0.0 May 2 2 1
## 4914 0.2 0 0.8 May 2 2 1
## 5039 0.2 0 0.0 May 3 2 3
## 5044 0.2 0 0.0 May 2 2 1
## 5057 0.2 0 0.0 May 2 2 6
## 5119 0.2 0 0.0 May 1 1 6
## 5199 0.2 0 0.0 May 2 2 1
## 5200 0.2 0 0.0 May 2 2 2
## 5255 0.2 0 0.6 May 2 2 1
## 5277 0.2 0 0.0 May 3 2 3
## 5287 0.2 0 0.0 May 1 1 3
## 5356 0.2 0 0.0 May 1 1 3
## 5408 0.2 0 0.0 May 2 4 1
## 6930 0.2 0 0.0 June 2 2 1
## 7152 0.2 0 0.0 June 2 2 1
## 7636 0.2 0 0.0 June 3 2 3
## 8545 0.2 0 0.0 Nov 3 2 3
## 9307 0.2 0 0.0 Dec 3 2 3
## 9495 0.2 0 0.0 Dec 2 2 1
## 9552 0.2 0 0.0 Nov 3 2 4
## 9569 0.2 0 0.0 Dec 2 2 8
## 9582 0.2 0 0.0 Nov 2 2 1
## 9719 0.2 0 0.0 Nov 3 2 7
## 9770 0.2 0 0.0 Dec 2 2 2
## 9879 0.2 0 0.0 Dec 2 2 6
## 9908 0.2 0 0.0 Dec 2 2 1
## 10147 0.2 0 0.0 Dec 8 13 9
## 10223 0.2 0 0.0 Nov 1 1 1
## 10270 0.2 0 0.0 Nov 1 1 3
## 10573 0.2 0 0.0 Nov 2 2 3
## 10632 0.2 0 0.0 Nov 2 2 1
## 10752 0.2 0 0.0 Dec 1 1 1
## 10796 0.2 0 0.0 Nov 1 1 4
## 10842 0.2 0 0.0 Nov 2 2 3
## 10989 0.2 0 0.0 Nov 2 4 3
## 11044 0.2 0 0.0 Dec 3 2 6
## 11206 0.2 0 0.0 Dec 8 13 9
## 11405 0.2 0 0.0 Nov 3 2 1
## 11524 0.2 0 0.0 Dec 2 2 1
## 11582 0.2 0 0.0 Dec 8 13 9
## 11625 0.2 0 0.0 Nov 3 2 1
## 11659 0.2 0 0.0 Dec 1 1 1
## 11734 0.2 0 0.0 Nov 2 2 1
## 11748 0.2 0 0.0 Nov 1 1 3
## 11802 0.2 0 0.0 Dec 1 1 4
## 11814 0.2 0 0.0 Dec 2 2 1
## 11828 0.2 0 0.0 Dec 2 2 1
## 11935 0.2 0 0.0 Dec 1 1 1
## 11939 0.2 0 0.0 Dec 1 1 4
## 12160 0.2 0 0.0 Dec 1 1 1
## 12181 0.2 0 0.0 Dec 1 13 9
## 12186 0.2 0 0.0 Dec 8 13 9
## TrafficType VisitorType Weekend Revenue
## 159 3 Returning_Visitor FALSE FALSE
## 179 3 Returning_Visitor FALSE FALSE
## 419 1 Returning_Visitor TRUE FALSE
## 457 1 Returning_Visitor FALSE FALSE
## 484 1 Returning_Visitor FALSE FALSE
## 513 1 Returning_Visitor FALSE FALSE
## 555 1 Returning_Visitor FALSE FALSE
## 590 1 Returning_Visitor FALSE FALSE
## 660 1 Returning_Visitor FALSE FALSE
## 775 1 Returning_Visitor FALSE FALSE
## 873 1 Returning_Visitor FALSE FALSE
## 890 1 Returning_Visitor FALSE FALSE
## 923 1 Returning_Visitor FALSE FALSE
## 948 1 Returning_Visitor FALSE FALSE
## 975 1 Returning_Visitor FALSE FALSE
## 1035 1 Returning_Visitor FALSE FALSE
## 1120 1 Returning_Visitor FALSE FALSE
## 1171 1 Returning_Visitor FALSE FALSE
## 1177 1 Returning_Visitor FALSE FALSE
## 1214 1 Returning_Visitor FALSE FALSE
## 1215 3 Returning_Visitor FALSE FALSE
## 1292 1 Returning_Visitor FALSE FALSE
## 1326 3 Returning_Visitor FALSE FALSE
## 1357 1 Returning_Visitor FALSE FALSE
## 1367 1 Returning_Visitor FALSE FALSE
## 1382 1 Returning_Visitor FALSE FALSE
## 1391 1 Returning_Visitor FALSE FALSE
## 1395 1 Returning_Visitor FALSE FALSE
## 1437 1 Returning_Visitor FALSE FALSE
## 1454 1 Returning_Visitor FALSE FALSE
## 1516 3 Returning_Visitor TRUE FALSE
## 1574 1 Returning_Visitor FALSE FALSE
## 1609 1 Returning_Visitor FALSE FALSE
## 1698 1 Returning_Visitor FALSE FALSE
## 1776 1 Returning_Visitor FALSE FALSE
## 1805 1 Returning_Visitor FALSE FALSE
## 1840 3 Returning_Visitor FALSE FALSE
## 1867 9 Returning_Visitor TRUE FALSE
## 1926 1 Returning_Visitor FALSE FALSE
## 1934 1 Returning_Visitor FALSE FALSE
## 1950 1 Returning_Visitor FALSE FALSE
## 2057 1 Returning_Visitor FALSE FALSE
## 2058 1 Returning_Visitor FALSE FALSE
## 2236 3 Returning_Visitor FALSE FALSE
## 2622 3 Returning_Visitor FALSE FALSE
## 2740 1 Returning_Visitor FALSE FALSE
## 3232 3 Returning_Visitor FALSE FALSE
## 3273 3 Returning_Visitor FALSE FALSE
## 3282 3 Returning_Visitor FALSE FALSE
## 3578 4 Returning_Visitor FALSE FALSE
## 3651 1 Returning_Visitor FALSE FALSE
## 3664 3 Returning_Visitor FALSE FALSE
## 3722 3 Returning_Visitor FALSE FALSE
## 3892 4 Returning_Visitor FALSE FALSE
## 4164 3 Returning_Visitor FALSE FALSE
## 4183 3 Returning_Visitor FALSE FALSE
## 4232 1 Returning_Visitor FALSE FALSE
## 4344 13 Returning_Visitor FALSE FALSE
## 4375 3 Returning_Visitor FALSE FALSE
## 4404 3 Returning_Visitor FALSE FALSE
## 4427 3 Returning_Visitor FALSE FALSE
## 4464 3 Returning_Visitor FALSE FALSE
## 4490 3 Returning_Visitor FALSE FALSE
## 4553 3 Returning_Visitor FALSE FALSE
## 4818 3 Returning_Visitor FALSE FALSE
## 4884 3 Returning_Visitor FALSE FALSE
## 4914 1 Returning_Visitor FALSE FALSE
## 5039 3 Returning_Visitor FALSE FALSE
## 5044 3 Returning_Visitor FALSE FALSE
## 5057 3 Returning_Visitor FALSE FALSE
## 5119 4 Returning_Visitor TRUE FALSE
## 5199 13 Returning_Visitor FALSE FALSE
## 5200 3 Returning_Visitor FALSE FALSE
## 5255 1 Returning_Visitor FALSE FALSE
## 5277 13 Returning_Visitor FALSE FALSE
## 5287 15 Returning_Visitor FALSE FALSE
## 5356 3 Returning_Visitor FALSE FALSE
## 5408 6 Returning_Visitor FALSE FALSE
## 6930 1 Returning_Visitor FALSE FALSE
## 7152 1 Returning_Visitor FALSE FALSE
## 7636 13 Returning_Visitor FALSE FALSE
## 8545 3 Returning_Visitor FALSE FALSE
## 9307 1 Returning_Visitor TRUE FALSE
## 9495 3 Returning_Visitor FALSE FALSE
## 9552 3 Returning_Visitor FALSE FALSE
## 9569 1 Returning_Visitor FALSE FALSE
## 9582 1 Returning_Visitor FALSE FALSE
## 9719 13 Returning_Visitor FALSE FALSE
## 9770 1 Returning_Visitor FALSE FALSE
## 9879 13 Returning_Visitor FALSE FALSE
## 9908 13 Returning_Visitor FALSE FALSE
## 10147 20 Other FALSE FALSE
## 10223 1 Returning_Visitor FALSE FALSE
## 10270 2 Returning_Visitor FALSE FALSE
## 10573 1 Returning_Visitor FALSE FALSE
## 10632 1 Returning_Visitor FALSE FALSE
## 10752 1 Returning_Visitor TRUE FALSE
## 10796 1 Returning_Visitor FALSE FALSE
## 10842 1 Returning_Visitor FALSE FALSE
## 10989 3 Returning_Visitor FALSE FALSE
## 11044 1 Returning_Visitor FALSE FALSE
## 11206 20 Other FALSE FALSE
## 11405 13 Returning_Visitor FALSE FALSE
## 11524 13 Returning_Visitor FALSE FALSE
## 11582 20 Other FALSE FALSE
## 11625 1 Returning_Visitor FALSE FALSE
## 11659 1 Returning_Visitor TRUE FALSE
## 11734 1 Returning_Visitor FALSE FALSE
## 11748 3 Returning_Visitor FALSE FALSE
## 11802 1 Returning_Visitor TRUE FALSE
## 11814 1 Returning_Visitor FALSE FALSE
## 11828 1 Returning_Visitor FALSE FALSE
## 11935 2 New_Visitor FALSE FALSE
## 11939 1 Returning_Visitor TRUE FALSE
## 12160 3 Returning_Visitor FALSE FALSE
## 12181 20 Returning_Visitor FALSE FALSE
## 12186 20 Other FALSE FALSE# Dealing with duplicates
# We will drop the duplicate record
ecomm.df <- ecomm_clean[!duplicated(ecomm_clean),]
# Let's confirm the changes made
sum(duplicated(ecomm.df))## [1] 0# Let's confirm the dimensions of our new dataframe
dim(ecomm.df)## [1] 12199 18We are less 117 records after dealing with the duplicates
# Let's check the unique values of each variable
uniquelst <- lapply(ecomm.df,unique)
uniquelst## $Administrative
## [1] 0 1 2 4 12 3 10 6 5 9 8 16 13 11 7 18 14 17 19 15 24 22 21 20 23
## [26] 27 26
##
## $Administrative_Duration
## [1] 0.000000 -1.000000 53.000000 64.600000 6.000000 18.000000
## [7] 9.000000 56.000000 16.000000 279.416667 87.833333 44.000000
## [13] 1005.666667 36.000000 18.333333 61.000000 31.000000 58.500000
## [19] 326.250000 22.000000 462.000000 20.000000 111.500000 103.625000
## [25] 19.000000 58.000000 9.500000 41.300000 87.000000 293.778205
## [31] 47.000000 1226.000000 52.000000 112.960784 94.000000 32.000000
## [37] 218.000000 119.000000 281.000000 40.000000 107.000000 49.000000
## [43] 57.000000 2.000000 123.000000 118.000000 38.000000 54.000000
## [49] 993.000000 74.250000 666.833333 73.000000 154.000000 49.333333
## [55] 118.500000 153.500000 72.250000 24.500000 155.631313 21.333333
## [61] 191.000000 96.500000 13.000000 1388.750000 51.000000 158.000000
## [67] 10.000000 28.000000 27.000000 15.000000 1249.809524 390.000000
## [73] 215.523809 11.000000 8.000000 171.250000 227.333333 86.000000
## [79] 7.000000 186.976191 138.000000 374.000000 14.000000 96.000000
## [85] 615.250000 111.000000 147.000000 53.166667 48.500000 21.000000
## [91] 115.333333 32.285714 277.750000 241.166667 64.000000 25.500000
## [97] 130.000000 79.000000 84.000000 41.000000 618.000000 11.888889
## [103] 51.500000 269.000000 44.500000 3.000000 90.000000 102.500000
## [109] 17.000000 213.321429 71.500000 304.000000 151.000000 199.750000
## [115] 13.500000 191.200000 197.000000 115.125000 312.750000 724.000000
## [121] 237.500000 66.333333 190.000000 174.000000 227.000000 23.000000
## [127] 26.000000 74.000000 45.000000 112.000000 37.000000 5.500000
## [133] 50.000000 113.500000 279.000000 228.000000 55.000000 112.500000
## [139] 8.500000 319.500000 97.500000 182.083333 97.000000 34.833333
## [145] 77.000000 614.166667 315.966667 47.666667 30.000000 25.000000
## [151] 359.000000 59.000000 1347.750000 280.950000 100.300000 53.380952
## [157] 416.392857 573.500000 465.833333 97.642857 148.000000 97.611111
## [163] 34.000000 37.500000 22.500000 99.333333 117.000000 16.666667
## [169] 81.500000 38.500000 156.250000 67.500000 311.409091 145.000000
## [175] 43.000000 120.000000 263.000000 72.944444 18.500000 87.333333
## [181] 99.605882 63.000000 68.000000 68.500000 135.000000 176.250000
## [187] 315.144986 523.214286 76.000000 118.666667 174.500000 201.166667
## [193] 374.875000 92.833333 4.000000 102.000000 187.000000 185.000000
## [199] 166.200000 754.109524 24.000000 17.348485 125.500000 42.000000
## [205] 95.000000 56.500000 134.928571 20.500000 11.333333 504.000000
## [211] 19.666667 76.333333 45.444444 125.166667 72.666667 100.916667
## [217] 60.000000 49.500000 466.500000 175.230769 96.857143 402.185714
## [223] 178.200000 156.500000 306.000000 72.000000 202.000000 359.300000
## [229] 39.000000 41.500000 95.500000 48.666667 294.700000 125.000000
## [235] 12.000000 10.500000 99.000000 171.083333 159.500000 5.000000
## [241] 206.000000 262.250000 62.500000 937.174603 48.000000 437.391304
## [247] 159.333333 32.500000 212.741667 16.333333 140.500000 88.000000
## [253] 110.409091 316.140503 140.000000 301.700000 421.000000 115.000000
## [259] 208.000000 193.000000 87.500000 42.181818 132.500000 163.666667
## [265] 83.000000 117.833333 55.500000 160.500000 64.333333 73.333333
## [271] 215.233333 201.500000 492.416667 146.250000 156.269048 13.619048
## [277] 352.500000 92.750000 168.000000 179.500000 274.500000 64.500000
## [283] 171.666667 311.916667 98.500000 867.922619 106.750000 241.666667
## [289] 35.000000 33.000000 152.500000 828.052632 162.000000 539.500000
## [295] 120.500000 285.011905 198.500000 224.000000 162.500000 77.500000
## [301] 192.500000 148.800000 1521.000000 112.266667 150.000000 167.500000
## [307] 345.000000 267.166667 1373.500000 29.000000 29.500000 79.333333
## [313] 139.000000 54.500000 272.500000 169.000000 59.250000 175.000000
## [319] 159.000000 247.333333 78.333333 267.500000 114.750000 164.500000
## [325] 387.500000 320.500000 122.000000 308.000000 72.500000 233.083333
## [331] 315.000000 43.500000 160.095238 177.166667 196.000000 231.000000
## [337] 1011.361111 464.000000 80.428571 61.500000 243.000000 210.666667
## [343] 156.142857 282.000000 512.833333 73.500000 184.688889 75.166667
## [349] 302.000000 117.333333 204.083333 98.000000 600.423077 132.000000
## [355] 152.833333 710.333333 83.500000 848.142857 130.833333 281.630952
## [361] 160.000000 31.333333 81.000000 91.000000 85.500000 36.333333
## [367] 110.250000 155.500000 487.500000 376.800000 985.500000 606.000000
## [373] 1640.590909 228.027778 136.555556 1.333333 310.000000 1417.500000
## [379] 960.000000 106.000000 91.888889 139.500000 178.000000 180.000000
## [385] 107.333333 211.000000 69.000000 183.250000 613.666667 11.923077
## [391] 1499.571429 1223.000000 206.333333 67.000000 242.000000 217.833333
## [397] 136.666667 739.209195 91.833333 89.750000 165.500000 134.000000
## [403] 67.071429 17.500000 69.333333 85.000000 103.000000 69.500000
## [409] 171.000000 64.142857 143.000000 221.000000 124.000000 75.000000
## [415] 219.000000 60.833333 182.648052 154.291667 108.200000 1559.750000
## [421] 249.166667 65.000000 143.166667 102.533333 197.800000 31.500000
## [427] 81.250000 149.250000 172.200000 523.916667 377.833333 129.416667
## [433] 298.666667 876.233333 129.750000 408.200000 24.428571 52.333333
## [439] 382.833333 27.500000 475.000000 210.000000 46.000000 546.000000
## [445] 47.500000 48.333333 28.500000 250.333333 77.333333 63.333333
## [451] 108.666667 230.166667 79.750000 2047.234848 14.500000 11.428571
## [457] 348.654762 187.833333 184.333333 66.000000 412.000000 1130.502941
## [463] 132.466667 82.000000 236.000000 158.333333 170.000000 217.666667
## [469] 699.166667 227.532692 78.000000 4.750000 101.333333 190.285714
## [475] 15.666667 183.000000 248.500000 146.000000 274.333333 1155.666667
## [481] 355.500000 352.000000 162.050000 45.833333 136.000000 275.000000
## [487] 161.000000 206.666667 238.375000 213.391667 156.000000 84.250000
## [493] 377.512820 137.000000 155.000000 42.600000 62.000000 55.750000
## [499] 429.333333 167.000000 110.000000 485.333333 100.000000 70.500000
## [505] 1283.000000 63.500000 24.600000 22.833333 187.277778 98.250000
## [511] 89.000000 31.600000 648.000000 18.750000 211.500000 494.166667
## [517] 511.500000 58.066667 387.600000 143.833333 11.500000 141.000000
## [523] 57.062500 12.833333 179.607143 135.650000 45.333333 39.600000
## [529] 309.000000 456.988095 78.500000 99.500000 333.000000 825.000000
## [535] 203.833333 195.316667 74.333333 80.666667 156.716667 172.000000
## [541] 324.300000 413.500000 75.050000 354.833333 169.500000 104.000000
## [547] 765.666667 214.882353 15.500000 702.000000 188.000000 352.242857
## [553] 73.750000 221.500000 82.500000 92.000000 183.500000 139.681818
## [559] 50.500000 124.125000 55.325758 241.766667 145.500000 28.666667
## [565] 253.000000 220.333333 445.333333 654.775000 35.125000 222.500000
## [571] 200.833333 33.500000 243.666667 148.500000 129.500000 223.000000
## [577] 46.500000 254.000000 85.666667 154.500000 598.000000 226.954545
## [583] 97.882353 515.600000 397.500000 16.500000 22.750000 238.466667
## [589] 175.933333 675.333333 129.000000 144.000000 89.500000 91.750000
## [595] 296.000000 269.166667 168.750000 430.833333 150.500000 724.500000
## [601] 7.500000 130.500000 228.125000 133.166667 357.250000 418.666667
## [607] 335.119048 329.297619 91.984848 153.275000 527.000000 135.500000
## [613] 133.500000 186.100000 43.400000 32.666667 86.200000 299.000000
## [619] 295.694056 177.000000 187.266667 587.000000 76.500000 161.764411
## [625] 36.500000 80.000000 75.846154 240.200000 29.333333 152.875000
## [631] 76.750000 353.000000 275.910444 104.500000 43.100000 92.250000
## [637] 135.916667 119.150000 107.533333 61.166667 39.500000 217.000000
## [643] 124.500000 277.666667 398.700000 147.750000 149.500000 42.333333
## [649] 200.500000 424.166667 65.166667 220.000000 389.750000 118.700000
## [655] 281.750000 513.553571 131.750000 4.500000 181.166667 1687.500000
## [661] 431.000000 210.855556 58.333333 92.500000 70.000000 427.000000
## [667] 662.535714 626.000000 109.000000 131.333333 128.571429 230.333333
## [673] 245.333333 337.000000 117.500000 105.500000 109.500000 47.166667
## [679] 71.300000 750.750000 121.666667 70.833333 86.083333 252.500000
## [685] 126.000000 318.000000 331.166667 203.471429 189.000000 82.166667
## [691] 101.500000 704.869925 196.138592 114.250000 432.583333 99.666667
## [697] 364.500000 345.833333 248.666667 106.321429 262.000000 166.000000
## [703] 230.106944 118.454545 156.833333 290.333333 113.000000 199.000000
## [709] 26.500000 535.750000 72.425000 450.400000 166.931818 198.400000
## [715] 135.666667 95.325000 40.166667 299.603175 454.000000 103.500000
## [721] 45.500000 114.000000 61.666667 79.166667 138.500000 155.600000
## [727] 259.166667 86.500000 299.083333 376.500000 230.250000 205.500000
## [733] 41.333333 25.750000 173.083333 620.952381 65.833333 204.500000
## [739] 498.900000 101.000000 1541.500000 197.166667 66.772727 105.000000
## [745] 19.500000 196.666667 162.107143 66.166667 128.500000 290.666667
## [751] 57.500000 102.067692 578.500000 246.250000 164.000000 35.666667
## [757] 168.166667 331.300000 548.314286 3.500000 65.500000 228.916667
## [763] 249.000000 236.408333 261.500000 166.500000 232.900000 176.000000
## [769] 56.666667 89.466667 149.933333 53.250000 497.750000 149.000000
## [775] 316.800000 49.750000 74.500000 233.500000 149.666667 314.500000
## [781] 10.666667 106.500000 537.000000 211.964286 106.828571 161.708333
## [787] 50.333333 766.833333 1215.333333 148.666667 152.333333 405.258333
## [793] 294.000000 637.938889 84.550000 381.866667 236.833333 244.500000
## [799] 180.500000 592.001401 335.000000 269.800000 235.250000 277.166667
## [805] 25.083333 1629.333333 505.000000 108.500000 118.903226 192.555556
## [811] 267.000000 54.833333 239.833333 210.500000 36.400000 69.166667
## [817] 509.666667 1751.047619 827.200000 93.000000 260.000000 566.000000
## [823] 85.529167 186.500000 361.476190 794.883333 89.900000 204.750000
## [829] 91.500000 423.500000 174.475000 418.333333 90.875000 110.500000
## [835] 144.500000 207.866667 656.000000 319.000000 108.000000 105.564423
## [841] 30.500000 341.428571 99.166667 436.000000 102.666667 195.875000
## [847] 255.000000 37.333333 59.500000 336.500000 168.429198 11.666667
## [853] 44.166667 41.375000 567.357143 316.550000 59.833333 100.096537
## [859] 160.333333 42.166667 32.100000 133.000000 32.333333 71.000000
## [865] 75.600000 120.666667 247.136364 256.000000 76.166667 160.230769
## [871] 338.000000 844.000000 13.333333 324.500000 241.000000 284.850000
## [877] 64.750000 108.916667 25.571429 322.500000 178.500000 176.666667
## [883] 418.000000 12.500000 66.966667 374.369048 54.636364 44.333333
## [889] 738.000000 468.366667 283.666667 53.500000 278.833333 21.500000
## [895] 250.857143 545.000000 37.300000 237.833333 1764.000000 63.666667
## [901] 312.000000 93.500000 251.866667 121.000000 167.166667 142.700000
## [907] 276.866667 1321.250000 190.583333 131.000000 397.833333 251.000000
## [913] 203.000000 232.400000 22.333333 116.000000 90.500000 159.716667
## [919] 318.666667 5.384615 147.500000 131.200000 386.000000 26.666667
## [925] 44.750000 225.000000 368.833333 68.666667 839.000000 402.500000
## [931] 112.333333 245.466667 86.166667 87.250000 50.666667 294.500000
## [937] 362.000000 157.000000 820.800000 316.833333 235.000000 367.000000
## [943] 51.019231 165.000000 38.166667 375.278571 96.250000 40.666667
## [949] 38.333333 114.666667 142.300000 339.166667 219.250000 78.300000
## [955] 15.600000 259.833333 389.000000 122.500000 127.000000 84.500000
## [961] 35.750000 388.300000 245.083333 214.000000 52.500000 142.500000
## [967] 543.000000 9.166667 245.166667 246.500000 156.900000 74.214286
## [973] 210.777778 92.166667 90.511111 641.535714 815.766667 128.166667
## [979] 203.500000 1271.500000 313.033333 61.196429 602.000000 157.058333
## [985] 279.500000 334.750000 282.500000 46.333333 321.666667 84.666667
## [991] 253.900000 105.750000 512.000000 975.750000 143.800000 129.666667
## [997] 323.550000 153.250000 1474.500000 19.333333 464.150000 523.333333
## [1003] 173.000000 31.100000 299.633333 433.100000 35.333333 140.333333
## [1009] 200.000000 270.000000 104.985714 310.857143 732.250000 126.500000
## [1015] 216.750000 321.600000 666.000000 332.666667 661.000000 259.000000
## [1021] 591.663636 228.833333 370.275000 34.400000 200.333333 214.333333
## [1027] 208.400000 779.355662 64.088235 160.583333 262.500000 244.000000
## [1033] 293.000000 340.611111 137.075000 157.500000 726.366667 43.666667
## [1039] 1261.916667 123.500000 71.666667 770.600000 186.866667 82.666667
## [1045] 236.900000 194.000000 424.000000 134.500000 253.750000 161.250000
## [1051] 471.500000 313.090909 137.566667 47.071429 273.000000 405.166667
## [1057] 25.400000 406.416667 6.400000 179.000000 271.333333 280.000000
## [1063] 674.000000 40.500000 820.000000 255.866667 209.000000 1951.279141
## [1069] 318.720238 98.944444 215.500000 365.111111 84.333333 377.000000
## [1075] 98.833333 633.500000 47.333333 109.833333 738.400000 178.166667
## [1081] 173.250000 281.333333 515.000000 195.000000 1064.000000 208.266667
## [1087] 334.600000 115.111111 51.666667 78.400000 50.750000 99.291667
## [1093] 624.200000 1279.500000 49.183333 228.500000 268.166667 147.790769
## [1099] 141.761905 82.234848 213.433333 313.866667 25.200000 152.000000
## [1105] 40.250000 43.750000 182.000000 248.800000 189.221515 89.800000
## [1111] 113.666667 989.900000 67.666667 298.000000 75.892857 127.700000
## [1117] 98.666667 141.500000 149.916667 26.416667 48.833333 88.628571
## [1123] 81.222222 91.333333 181.375000 561.000000 114.333333 147.333333
## [1129] 394.100000 56.200000 104.113636 1023.000000 341.400000 117.023809
## [1135] 449.250000 121.166667 233.000000 224.583333 268.000000 46.400000
## [1141] 672.095238 604.500000 188.166667 2156.166667 475.750000 79.100000
## [1147] 595.100000 212.000000 27.533333 133.583333 136.333333 417.250000
## [1153] 114.500000 124.861111 236.250000 57.833333 440.104167 290.860369
## [1159] 683.000000 115.600000 170.833333 42.500000 105.428571 197.666667
## [1165] 27.583333 81.666667 470.000000 120.250000 156.800000 417.000000
## [1171] 285.800000 1172.000000 237.250000 611.047059 586.648019 363.333333
## [1177] 154.791667 183.708333 255.716667 194.036232 201.333333 134.750000
## [1183] 310.633333 699.000000 248.000000 363.875000 38.305556 130.333333
## [1189] 131.995614 147.666667 249.500000 356.000000 169.566667 46.272727
## [1195] 2629.253968 79.500000 70.666667 176.500000 286.833333 134.766667
## [1201] 187.166667 505.500000 703.500000 325.333333 190.250000 189.214286
## [1207] 86.600000 238.400000 200.583333 261.000000 204.387500 181.000000
## [1213] 64.250000 215.200000 62.142857 30.250000 181.333333 183.750000
## [1219] 63.600000 443.291667 32.750000 200.523809 138.333333 63.166667
## [1225] 69.833333 313.000000 292.190476 52.400000 132.666667 250.000000
## [1231] 771.928571 295.666667 184.000000 154.833333 200.222222 33.666667
## [1237] 24.166667 194.416667 453.000000 101.666667 316.500000 309.250000
## [1243] 35.500000 85.928571 40.200000 63.400000 618.066667 152.600000
## [1249] 56.300000 39.200000 89.600000 104.300000 204.200000 180.133333
## [1255] 41.200000 101.800000 26.200000 79.600000 227.900000 47.400000
## [1261] 196.600000 33.200000 55.400000 1222.400000 13.733333 23.200000
## [1267] 150.700000 66.600000 92.600000 1013.056909 48.400000 57.400000
## [1273] 297.600000 56.733333 38.600000 545.650000 94.600000 28.800000
## [1279] 46.520000 41.400000 82.140000 397.700000 932.797143 56.800000
## [1285] 89.980000 234.566667 196.880000 60.200000 271.000000 85.200000
## [1291] 62.466667 164.066667 189.264615 5.066667 94.700000 45.400000
## [1297] 38.800000 82.600000 850.000000 585.800000 491.666667 340.900000
## [1303] 112.800000 698.133333 32.200000 16.600000 54.200000 455.066667
## [1309] 601.900000 136.500000 49.300000 278.666667 118.800000 17.100000
## [1315] 268.080000 22.200000 68.400000 468.100663 43.200000 45.033333
## [1321] 80.600000 137.900000 9.600000 161.200000 301.000000 45.200000
## [1327] 167.400000 19.400000 157.400000 459.500000 42.200000 69.600000
## [1333] 66.550000 103.733333 60.400000 423.600000 63.683333 96.600000
## [1339] 628.366667 13.100000 58.400000 61.633333 68.800000 11.600000
## [1345] 34.180952 36.300000 498.600000 194.400000 28.650000 66.500000
## [1351] 194.900000 44.666667 83.600000 79.200000 35.700000 59.790000
## [1357] 15.200000 96.400000 66.400000 28.733333 661.766667 53.400000
## [1363] 23.800000 23.960000 358.258333 31.200000 199.850000 59.900000
## [1369] 265.043333 68.733333 219.933333 70.600000 166.700000 54.400000
## [1375] 152.100000 106.800000 275.084444 17.200000 189.483333 33.600000
## [1381] 304.600000 102.800000 353.400000 151.333333 36.200000 208.513333
## [1387] 175.866667 1672.033333 187.100000 133.350000 570.266667 238.683809
## [1393] 144.833333 40.800000 122.200000 68.600000 242.633333 17.945455
## [1399] 80.500000 158.200000 180.800000 2720.500000 154.600000 10.300000
## [1405] 124.600000 139.366667 12.066667 45.800000 133.800000 21.200000
## [1411] 115.400000 28.200000 40.900000 275.333333 35.200000 246.533333
## [1417] 245.800000 391.683333 43.466667 452.500000 123.200000 35.300000
## [1423] 96.800000 71.700000 631.107317 94.840000 196.150000 215.600000
## [1429] 88.280000 271.750000 8.100000 195.400000 71.333333 25.600000
## [1435] 103.900000 603.800000 61.400000 134.100000 65.400000 456.233333
## [1441] 95.300000 15.800000 30.866667 498.980965 84.345455 32.700000
## [1447] 438.800000 181.816667 49.400000 141.058333 112.270000 227.480000
## [1453] 37.200000 267.800000 107.800000 232.340476 50.946154 603.900000
## [1459] 168.200000 18.200000 239.600000 172.327778 39.300000 214.600000
## [1465] 154.200000 165.133333 245.733333 169.033333 176.600000 81.600000
## [1471] 140.066667 252.667619 43.325000 135.400000 68.014286 362.300000
## [1477] 90.700000 760.900000 67.400000 1566.600000 59.200000 50.150000
## [1483] 166.460000 241.350000 48.832434 60.166667 131.400000 62.900000
## [1489] 177.600000 103.800000 230.100000 228.350000 381.500000 188.500000
## [1495] 34.200000 160.200000 29.200000 59.860000 399.800000 344.200000
## [1501] 108.533333 408.600000 91.600000 77.100000 1013.886667 117.666667
## [1507] 401.150000 206.250000 552.200000 65.600000 47.300000 57.600000
## [1513] 116.972222 167.450000 100.100000 69.400000 288.000000 187.775000
## [1519] 57.300000 40.600000 91.200000 102.866667 110.786667 14.200000
## [1525] 211.050000 700.633333 12.600000 102.600000 139.200000 134.360000
## [1531] 65.900000 69.233333 72.600000 1220.914286 754.533333 1013.171429
## [1537] 102.300000 79.220000 51.400000 92.571429 112.900000 67.200000
## [1543] 69.966667 78.633333 186.666667 145.200000 106.180000 140.600000
## [1549] 38.040000 440.281395 216.230000 154.400000 153.000000 37.600000
## [1555] 82.533333 227.600000 273.660000 32.600000 381.800000 423.100000
## [1561] 104.654545 211.800000 54.842857 7.100000 265.433333 38.200000
## [1567] 197.400000 107.040000 209.500000 115.700000 255.516667 108.700000
## [1573] 234.300000 44.016667 116.960714 142.200000 501.483333 207.092857
## [1579] 2407.423810 60.366667 78.513333 117.320000 67.600000 137.500000
## [1585] 89.250000 1104.200000 56.400000 73.600000 279.266667 318.266667
## [1591] 217.649123 317.914286 30.300000 289.000000 33.466667 50.373333
## [1597] 50.933333 397.264444 105.466667 306.460000 67.866667 60.800000
## [1603] 779.000000 778.400000 28.057143 76.600000 368.400000 54.333333
## [1609] 87.800000 58.600000 190.400000 213.600000 293.633333 54.933333
## [1615] 27.200000 322.350000 96.186667 254.253245 169.200000 86.950000
## [1621] 49.800000 298.200000 275.100000 118.900000 169.883333 206.066667
## [1627] 264.900000 101.083333 333.540000 569.825000 48.800000 304.583333
## [1633] 39.800000 81.400000 11.100000 53.850000 27.466667 419.000000
## [1639] 61.480000 268.950000 178.520000 175.200000 228.720000 146.533333
## [1645] 101.142857 201.840000 129.360000 142.350000 55.333333 103.933333
## [1651] 157.888333 82.466667 94.800000 115.200000 296.860000 361.600000
## [1657] 61.080000 168.906667 42.400000 34.442424 99.800000 20.200000
## [1663] 40.550000 471.626667 241.600000 117.800000 179.378571 98.600000
## [1669] 29.440000 158.670450 24.200000 356.600000 249.800000 315.845679
## [1675] 15.100000 19.800000 143.066667 65.680000 140.900000 12.100000
## [1681] 98.733333 64.400000 184.733333 75.663492 50.400000 123.400000
## [1687] 432.200000 251.309091 113.100000 38.300000 43.733333 131.340000
## [1693] 385.566667 59.533333 119.400000 82.957143 89.333333 66.266667
## [1699] 98.466667 667.250000 206.030000 109.800000 149.031609 86.100000
## [1705] 903.700000 236.800000 24.133333 82.011111 416.200000 125.453333
## [1711] 319.400000 114.200000 165.200000 191.400000 484.461579 419.179525
## [1717] 149.950000 36.866667 202.133333 34.300000 70.933333 243.650000
## [1723] 170.150000 30.200000 49.200000 98.100000 706.556667 88.600000
## [1729] 84.600000 85.100000 91.900000 99.200000 175.100000 80.066667
## [1735] 173.966667 174.300000 415.550000 59.400000 115.800000 399.200000
## [1741] 106.900000 217.866667 212.600000 85.482234 125.733333 154.022917
## [1747] 132.920000 260.736111 162.625000 287.500000 189.800000 129.900000
## [1753] 50.066667 31.700000 159.700000 246.600000 173.411551 217.400000
## [1759] 608.140000 444.700000 376.333333 294.658788 47.200000 314.505000
## [1765] 140.166667 515.613333 19.200000 168.700000 178.920000 46.300000
## [1771] 209.200000 103.600000 182.400000 190.550000 161.107692 308.585965
## [1777] 1660.300000 913.522222 180.066667 74.400000 73.958333 177.200000
## [1783] 94.866667 33.400000 327.235714 16.200000 54.800000 341.816667
## [1789] 240.800000 199.456273 666.200000 446.383333 106.600000 221.727917
## [1795] 141.633333 391.300000 73.300000 178.300000 176.913333 26.700000
## [1801] 178.650000 72.295238 351.083333 113.800000 143.280000 141.140000
## [1807] 135.283333 519.000000 29.533333 216.600000 79.400000 122.517143
## [1813] 69.800000 202.100000 85.166667 55.050000 21.100000 430.157017
## [1819] 71.600000 53.300000 175.480000 287.700000 150.133333 83.400000
## [1825] 140.550000 449.816667 123.433333 78.600000 52.700000 76.150000
## [1831] 81.366667 61.650000 187.700000 579.133333 20.066667 79.700000
## [1837] 161.668571 285.200000 113.700000 215.244507 29.866667 128.800000
## [1843] 213.000000 337.580000 69.900000 93.800000 214.783333 420.100000
## [1849] 156.200000 264.133333 255.915929 230.394836 734.633333 104.973333
## [1855] 132.050000 224.800000 242.800000 91.650000 86.061905 231.900000
## [1861] 151.800000 1305.114737 109.400000 76.800000 120.600000 110.566667
## [1867] 146.600000 147.400000 47.800000 213.972222 1427.025000 295.200000
## [1873] 196.550000 19.100000 32.066667 253.150000 275.740000 327.400000
## [1879] 183.600000 101.200000 28.583333 92.101515 279.280000 410.550000
## [1885] 1097.016667 253.066667 102.200000 96.160606 176.680000 54.900000
## [1891] 150.200000 257.400000 10.771429 88.700000 251.814286 119.800000
## [1897] 287.000000 35.400000 344.100000 119.029508 62.600000 78.900000
## [1903] 19.600000 88.190476 104.200000 90.600000 456.900000 428.022222
## [1909] 205.700000 39.700000 221.330000 46.900000 124.426667 659.506667
## [1915] 135.100000 360.916667 445.350000 219.475000 168.850000 92.100000
## [1921] 299.450000 337.600000 120.900000 61.266667 162.200000 314.610714
## [1927] 97.800000 549.000000 70.400000 52.466667 593.466667 44.200000
## [1933] 398.000000 54.600000 128.114286 287.200000 43.950000 66.200000
## [1939] 51.480000 345.016667 218.800000 373.620000 193.400000 318.200000
## [1945] 225.220000 141.600000 240.100000 109.200000 346.000000 60.733333
## [1951] 114.080000 91.316667 170.926357 146.300000 35.800000 153.566667
## [1957] 174.600000 178.799550 128.000000 390.870000 291.235714 60.500000
## [1963] 218.966667 101.851111 405.550000 75.400000 85.966667 192.433333
## [1969] 136.100000 473.166667 341.600000 79.933333 202.400000 134.373333
## [1975] 93.600000 168.400000 109.600000 111.930000 180.900000 337.900000
## [1981] 130.300000 48.350000 177.880000 234.433333 380.433333 102.400000
## [1987] 149.200000 382.346667 266.700000 504.300000 250.800000 256.100000
## [1993] 312.800000 259.183333 301.077778 106.300000 116.200000 39.400000
## [1999] 81.200000 98.850000 30.700000 831.622222 292.300000 335.800000
## [2005] 203.280000 302.900000 353.700000 105.266667 185.800000 35.100000
## [2011] 145.883333 116.800000 174.750000 146.900000 108.800000 433.800000
## [2017] 95.600000 204.100000 400.650000 118.550000 257.093333 33.866667
## [2023] 97.600000 158.355564 264.000000 10.100000 296.200000 229.800000
## [2029] 34.266667 34.933333 294.200000 205.000000 280.336667 179.453333
## [2035] 36.050000 260.100000 198.990000 407.570000 44.400000 171.733333
## [2041] 145.980000 71.100000 187.716667 420.066667 153.200000 265.000000
## [2047] 423.000000 138.150000 512.580579 144.800000 187.900000 56.890000
## [2053] 127.800000 352.366667 266.047619 383.800000 365.033333 98.400000
## [2059] 163.425000 184.320000 132.400000 39.480000 211.033333 51.800000
## [2065] 309.633333 46.800000 584.200000 356.746420 604.730000 464.500000
## [2071] 240.900000 77.600000 150.600000 4.333333 72.573333 85.600000
## [2077] 233.622404 611.033333 95.100000 50.900000 74.600000 822.766667
## [2083] 664.086667 126.333333 869.166667 524.933333 44.228571 105.200000
## [2089] 466.616667 93.900000 159.200000 825.940018 92.933333 246.800000
## [2095] 263.460000 551.794444 90.100000 128.809524 148.900000 71.200000
## [2101] 45.700000 164.466667 352.233333 1178.600000 51.200000 181.073333
## [2107] 169.350000 369.833333 107.700000 237.832601 93.300000 343.066667
## [2113] 73.800000 161.520000 292.880000 17.600000 81.120000 18.600000
## [2119] 184.366667 902.160000 131.100000 100.920000 268.200000 95.800000
## [2125] 204.400000 124.700000 282.100000 148.600000 228.200000 271.200000
## [2131] 140.573333 229.000000 165.100000 237.000000 286.533333 75.866667
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## [2149] 83.166667 138.100000 93.106667 36.703297 66.760000 245.933333
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## [2173] 325.480000 174.457143 285.900000 247.100000 141.838889 196.250000
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## [2185] 182.700000 121.400000 171.900000 342.100000 133.466667 72.040000
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## [2203] 821.075410 7.600000 277.800000 62.133333 55.800000 64.666667
## [2209] 218.600000 254.500000 1251.200000 381.673122 75.100000 303.200000
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## [2251] 64.300000 89.666667 53.900000 263.733333 9.100000 122.800000
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## [2263] 85.040000 803.470000 210.566667 132.025000 189.400000 130.550000
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## [2329] 356.675000 142.911111 975.646667 265.400000 284.200000 52.533333
## [2335] 17.133333 113.250000 209.625000 93.125000 446.250000 6.500000
## [2341] 32.300000 441.850000 106.833333 97.333333 188.532234 77.666667
## [2347] 56.600000 524.750000 3398.750000 65.928571 75.750000 90.178571
## [2353] 935.100000 1145.250000 256.500000 416.000000 247.150000 333.867424
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## [2383] 95.333333 490.500000 191.250000 82.766667 70.333333 68.583333
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## [2413] 70.250000 479.250000 123.750000 355.000000 438.330952 201.150000
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## [2467] 368.750000 64.464286 94.100000 507.000000 194.575000 474.000000
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## [2485] 451.283613 530.500000 100.500000 346.709640 561.500000 209.062500
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## [2545] 95.750000 218.741707 318.641026 78.357143 241.861111 112.250000
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## [2569] 55.575000 104.250000 67.750000 554.750000 201.000000 149.013357
## [2575] 562.000000 305.905303 203.916667 7.625000 1230.333333 129.020833
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## [2587] 49.250000 214.621429 62.750000 964.250000 131.500000 152.696429
## [2593] 1012.500000 46.041667 322.941667 34.250000 151.525000 116.500000
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## [2737] 175.466667 276.750000 1946.000000 64.583333 320.000000 185.990476
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## [2779] 43.928571 569.000000 37.583333 331.983333 56.250000 224.875000
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## [2797] 403.000000 494.533333 225.450000 265.750000 396.960452 175.333333
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## [2809] 74.083333 32.250000 335.166667 1103.330357 875.000000 250.250000
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## [1186] 1084.500000 4261.842857 527.208333 110.000000 1733.666667
## [1191] 198.522150 504.000000 1588.666667 381.500000 1173.070000
## [1196] 878.623809 1928.000000 2735.728571 4163.797619 1728.321429
## [1201] 449.600000 243.666667 2760.716667 1503.250000 591.166667
## [1206] 402.500000 1540.583333 1561.083333 1330.300000 360.750000
## [1211] 245.500000 608.416667 708.250000 157.500000 1123.242857
## [1216] 926.633333 2808.666667 1685.266667 2124.726768 1272.916667
## [1221] 474.500000 180.333333 1607.297619 126.666667 865.277778
## [1226] 2612.357143 850.208333 556.666667 186.700000 6737.271825
## [1231] 1762.250000 8961.407671 128.000000 213.500000 849.883333
## [1236] 316.000000 4114.083333 1470.966667 189.000000 780.166667
## [1241] 73.500000 717.616667 3641.213151 1040.750000 833.233333
## [1246] 453.625000 51.250000 1229.289286 1202.000000 538.000000
## [1251] 1775.516667 638.000000 558.800000 190.000000 302.000000
## [1256] 796.957143 314.900000 789.958333 422.833333 362.000000
## [1261] 628.833333 839.500000 5764.366667 161.000000 739.833333
## [1266] 66.000000 2377.000000 381.000000 2559.898333 553.150000
## [1271] 651.000000 1957.616667 1660.222222 170.000000 47.000000
## [1276] 165.000000 406.866667 570.516667 1138.500000 2777.616667
## [1281] 463.758333 775.500000 490.066667 266.016667 1306.000000
## [1286] 634.200000 1220.433333 1750.333333 1087.250000 762.547619
## [1291] 244.500000 1010.000000 1342.666667 1593.388889 639.000000
## [1296] 521.000000 377.500000 494.666667 1003.965152 536.683333
## [1301] 3025.521713 424.000000 171.500000 1231.136508 266.500000
## [1306] 1533.000000 1300.190476 804.283333 734.583333 3113.516667
## [1311] 114.833333 95.500000 93.666667 26.000000 1136.603030
## [1316] 2989.494048 1724.250000 333.600000 334.785714 355.166667
## [1321] 456.666667 1298.500000 2258.833333 2881.133333 206.500000
## [1326] 267.833333 454.000000 717.600000 1069.168290 807.833333
## [1331] 477.000000 134.900000 314.000000 637.000000 160.500000
## [1336] 1577.000000 660.166667 89.333333 2517.048459 86.000000
## [1341] 229.750000 498.333333 1039.766667 369.166667 1669.000000
## [1346] 44.500000 140.000000 250.166667 221.200000 127.000000
## [1351] 229.333333 370.833333 1583.596154 399.693939 457.000000
## [1356] 581.416667 574.666667 1011.000000 139.833333 608.833333
## [1361] 1251.000000 264.500000 1509.800000 356.800000 598.783333
## [1366] 1141.833333 1209.802992 1107.047619 4996.666667 936.166667
## [1371] 666.100000 170.833333 1118.647186 1206.614719 2174.375000
## [1376] 330.000000 437.250000 3211.827706 3036.400000 640.666667
## [1381] 480.250000 1350.391667 976.200000 70.200000 2126.461941
## [1386] 1112.000000 409.750000 401.285714 423.833333 115.000000
## [1391] 427.166667 609.500000 547.333333 2062.890972 1077.007576
## [1396] 1606.333333 775.333333 973.500000 727.500000 710.250000
## [1401] 3644.752381 1089.750000 494.000000 2566.220887 1049.516667
## [1406] 685.950000 758.166667 1852.750000 2517.000000 751.333333
## [1411] 1549.857143 202.250000 669.967949 1088.830952 2151.000000
## [1416] 130.500000 2866.902020 608.942857 4056.175369 771.591667
## [1421] 491.100000 602.166667 77.333333 4.000000 103.666667
## [1426] 387.884615 345.383333 1001.000000 70.666667 1298.000000
## [1431] 1686.966667 370.500000 89.000000 164.333333 2244.666667
## [1436] 3246.977381 1573.233333 779.505159 2625.009524 3266.127778
## [1441] 303.250000 806.666667 465.416667 1018.000000 261.500000
## [1446] 910.000000 4270.141667 413.000000 372.800000 550.500000
## [1451] 1300.728987 68.750000 684.727273 1253.333333 331.000000
## [1456] 1791.700000 1596.672282 9128.283883 313.000000 204.000000
## [1461] 2490.138095 162.750000 9694.260714 1762.500000 2183.500000
## [1466] 234.475000 139.708333 1371.633333 711.566667 232.666667
## [1471] 51.500000 176.819363 240.000000 415.833333 200.850000
## [1476] 2372.333333 574.833333 1045.102381 971.000000 1589.273810
## [1481] 1656.666667 1246.919048 597.600000 3888.166667 2600.258333
## [1486] 709.000000 82.000000 760.250000 1362.000000 924.333333
## [1491] 1440.298918 856.752240 513.466667 748.566667 383.083333
## [1496] 976.710317 1916.633333 1266.119048 1679.833333 315.166667
## [1501] 290.000000 463.500000 1833.000000 196.000000 1200.892857
## [1506] 139.333333 665.566667 151.900000 1620.000000 1268.000000
## [1511] 969.102381 773.466667 808.166667 469.876191 823.500000
## [1516] 201.000000 1063.950000 412.000000 1789.398810 644.125000
## [1521] 529.702381 221.714286 312.333333 325.750000 2717.327381
## [1526] 3380.691558 614.944444 1274.190476 1071.611111 408.000000
## [1531] 2335.064286 18.000000 1299.383333 489.000000 233.666667
## [1536] 71.000000 1266.500000 182.583333 169.300000 1358.750000
## [1541] 131.000000 2816.438810 3484.233333 1076.500000 357.250000
## [1546] 197.000000 489.145238 610.000000 588.666667 580.200000
## [1551] 999.000000 622.000000 1005.849206 3451.751515 2217.333333
## [1556] 485.666667 484.950000 284.000000 1219.113725 574.722619
## [1561] 4053.092208 1485.416667 634.166667 1182.106162 333.750000
## [1566] 550.066667 2243.666667 2193.150794 289.850000 909.500000
## [1571] 1436.450000 1998.444081 777.500000 126.500000 598.450000
## [1576] 87.714286 1834.166667 1365.216667 1005.806061 5186.116667
## [1581] 2211.608333 167.000000 2102.581502 2003.415152 1490.552778
## [1586] 1988.658333 148.750000 134.000000 191.071429 809.245635
## [1591] 262.166667 234.992424 258.000000 133.333333 255.300000
## [1596] 1524.748377 1306.666667 224.166667 473.683333 686.400000
## [1601] 3537.991667 1896.272222 598.297619 127.500000 154.000000
## [1606] 5349.563713 98.500000 810.000000 903.000000 2973.008333
## [1611] 1093.000000 137.000000 136.750000 384.000000 1975.458333
## [1616] 758.750000 1267.155556 381.333333 1271.821212 827.646212
## [1621] 1011.500000 1267.233333 4891.972222 694.303571 4764.429997
## [1626] 1350.500000 1385.833333 285.988095 45.500000 1507.333333
## [1631] 1460.566667 214.000000 136.500000 545.571429 1244.833333
## [1636] 555.894444 429.633333 111.000000 402.690476 292.694444
## [1641] 654.066667 4990.959524 158.000000 3332.208333 4164.936905
## [1646] 1194.500000 638.333333 152.250000 631.500000 6860.632738
## [1651] 271.125000 2564.278157 896.500000 4895.022989 2293.599020
## [1656] 1449.683333 1403.841919 227.000000 461.083333 762.500000
## [1661] 74.500000 898.000000 91.000000 583.166667 392.928571
## [1666] 2819.966667 1888.500000 1801.371429 13158.666670 252.500000
## [1671] 851.333333 253.333333 717.219048 370.333333 5198.533333
## [1676] 1148.838095 152.666667 474.000000 907.500000 505.333333
## [1681] 497.000000 1103.916667 866.700000 1492.166667 137.500000
## [1686] 950.328571 1711.333333 2487.333333 829.500000 1163.333333
## [1691] 1171.333333 131.500000 81.500000 394.500000 336.000000
## [1696] 452.797619 2281.208333 1262.833333 2338.567766 597.833333
## [1701] 549.083333 1742.325216 787.200000 1239.500000 867.333333
## [1706] 4093.430519 216.166667 659.083333 2265.529221 729.000000
## [1711] 1299.500000 129.333333 122.000000 1294.251207 246.791667
## [1716] 2889.250000 3882.025758 4207.666667 199.500000 2529.750000
## [1721] 2081.000000 1845.666667 1927.031548 831.933333 706.299603
## [1726] 1888.547619 2407.322811 1528.382468 599.100000 4656.800366
## [1731] 151.200000 5378.045851 748.400000 314.833333 867.833333
## [1736] 379.000000 66.500000 994.822222 824.666667 443.933333
## [1741] 906.300000 117.000000 2424.750000 311.000000 2418.529040
## [1746] 905.600000 986.500000 3121.555556 1378.966667 3003.419048
## [1751] 2053.933333 212.500000 785.474359 316.333333 769.500000
## [1756] 298.166667 1808.333333 1184.500000 184.500000 2573.875000
## [1761] 2121.304304 4639.410534 315.366667 1464.000000 1483.550000
## [1766] 2247.608298 950.000000 6254.420122 205.000000 1570.500000
## [1771] 295.900000 524.500000 674.434524 931.500000 672.879487
## [1776] 3022.478571 877.500000 412.833333 486.500000 1221.853846
## [1781] 1370.833333 1652.000000 178.333333 1146.500000 2680.828571
## [1786] 197.500000 2295.182143 248.900000 1151.116667 830.000000
## [1791] 125.250000 2172.333333 4945.083333 358.250000 233.166667
## [1796] 528.000000 1154.766667 1522.816667 468.166667 432.500000
## [1801] 1100.916667 663.233333 2874.083333 1813.864610 214.692208
## [1806] 78.500000 534.583333 262.666667 1056.150000 1273.875000
## [1811] 875.500000 582.000000 63.666667 1443.250000 569.119048
## [1816] 386.444444 399.500000 238.500000 1506.220833 588.900000
## [1821] 1719.416667 1906.800000 457.233333 227.333333 517.500000
## [1826] 570.333333 183.095238 366.000000 280.933333 265.600000
## [1831] 109.000000 901.250000 1406.209524 972.250000 965.833333
## [1836] 236.166667 879.666667 1044.000000 901.091667 1671.257393
## [1841] 1483.366667 5538.916667 191.000000 451.933333 670.300000
## [1846] 900.916667 368.000000 1580.166667 587.691176 2471.391775
## [1851] 502.466667 3864.428571 2456.297619 2656.183333 599.000000
## [1856] 1212.000000 173.250000 599.333333 2215.866667 5284.765079
## [1861] 433.133333 1690.790351 1621.152083 454.500000 911.500000
## [1866] 1019.293939 715.500000 3147.584294 321.958333 169.500000
## [1871] 2104.311400 499.000000 120.000000 7009.095996 8704.372405
## [1876] 2058.250000 580.500000 1701.857143 312.700000 202.000000
## [1881] 908.333333 480.500000 3473.857143 277.000000 273.000000
## [1886] 360.000000 1127.250000 996.083333 227.700000 579.333333
## [1891] 237.000000 678.500000 3098.033333 285.166667 340.200000
## [1896] 231.000000 2054.114286 2008.833333 1065.900000 619.000000
## [1901] 584.133333 4107.119658 293.500000 229.666667 155.833333
## [1906] 1688.058761 3509.130952 866.500000 755.000000 1681.523810
## [1911] 2635.616270 231.500000 194.333333 1564.161905 854.286325
## [1916] 124.500000 1021.750000 2660.150000 1135.166667 298.233333
## [1921] 554.500000 335.666667 2107.583333 96.333333 2755.336111
## [1926] 653.277778 964.047619 650.666667 256.666667 1516.966667
## [1931] 648.067857 462.000000 630.500000 688.666667 285.416667
## [1936] 61.333333 2961.483333 3222.758730 500.788095 375.750000
## [1941] 534.916667 2098.238095 869.100000 1494.500000 699.250000
## [1946] 331.333333 1563.930952 419.250000 4643.755952 564.500000
## [1951] 65.666667 1462.659125 404.619048 960.733333 726.276190
## [1956] 4415.333333 723.315873 1088.050000 1688.726190 998.954545
## [1961] 1654.722222 281.500000 1501.000000 153.583333 483.583333
## [1966] 586.333333 2213.000000 178.000000 1150.192063 892.916667
## [1971] 173.000000 289.666667 633.985714 1837.966667 8038.325302
## [1976] 706.983766 11308.097950 501.500000 497.666667 4115.978571
## [1981] 2.333333 121.500000 869.000000 865.000000 220.333333
## [1986] 657.166667 1517.900000 538.287879 4139.625000 832.833333
## [1991] 464.000000 673.481380 217.000000 472.995238 1500.380952
## [1996] 692.666667 9487.639162 455.500000 259.000000 2065.150000
## [2001] 4190.750000 129.200000 607.466667 8699.407065 2022.250000
## [2006] 761.250000 874.583333 1483.000000 639.500000 356.000000
## [2011] 2132.683333 431.083333 401.950000 2524.000000 822.650000
## [2016] 1714.166667 783.500000 3258.071212 1329.261905 87.000000
## [2021] 813.800000 1039.477564 531.000000 1239.083333 1306.028022
## [2026] 543.750000 258.833333 623.416667 1040.333333 3395.729484
## [2031] 701.500000 2059.109203 203.416667 197.333333 300.666667
## [2036] 471.000000 7968.903361 2607.500000 865.672222 1076.977778
## [2041] 2818.094444 234.966667 935.000000 1662.733333 436.600000
## [2046] 716.625000 1223.416667 1286.750000 897.666667 2178.672222
## [2051] 3195.828571 1143.657143 2871.262932 417.966667 1248.000000
## [2056] 837.666667 418.233333 370.000000 743.916667 3178.583333
## [2061] 463.666667 178.600000 689.750000 963.166667 387.000000
## [2066] 534.000000 338.233333 255.750000 228.500000 72.900000
## [2071] 982.833333 473.500000 636.000000 1806.504167 1111.245175
## [2076] 1055.500000 2697.487879 272.333333 895.809524 607.977778
## [2081] 615.816667 1133.666667 2759.833333 1433.083333 743.666667
## [2086] 680.750000 118.666667 136.000000 2236.900000 2841.000000
## [2091] 895.833333 2559.541228 1161.767949 252.000000 385.000000
## [2096] 1550.211111 1738.250000 176.666667 3.000000 304.523077
## [2101] 268.500000 101.250000 361.500000 492.683333 397.666667
## [2106] 4290.833333 2542.333333 3657.101515 920.000000 670.422619
## [2111] 2101.466667 578.333333 502.500000 1283.052597 226.256410
## [2116] 1535.242063 762.333333 1266.333333 1050.708333 212.833333
## [2121] 1386.716667 2514.250000 1968.250000 1517.750000 1056.666667
## [2126] 399.000000 2743.819189 769.000000 178.833333 517.392857
## [2131] 1683.633333 833.000000 319.333333 733.500000 822.000000
## [2136] 838.550000 2479.000000 519.500000 1035.935714 219.500000
## [2141] 858.500000 54.500000 107.000000 342.500000 1138.504762
## [2146] 544.833333 176.333333 3227.500000 440.666667 2297.801282
## [2151] 22.500000 194.066667 2145.563492 1703.321429 1999.833333
## [2156] 3382.287999 2038.000000 2409.068434 9487.940434 4668.052051
## [2161] 201.666667 156.833333 412.166667 2617.233333 465.705128
## [2166] 803.000000 887.583333 394.250000 1941.083333 142.500000
## [2171] 270.214286 541.666667 1090.060606 253.800000 2259.533333
## [2176] 797.333333 594.966667 108.000000 503.000000 1425.750000
## [2181] 188.500000 1722.866667 1078.727778 2050.395743 1040.166667
## [2186] 1803.758333 2241.844444 482.500000 1225.857143 573.166667
## [2191] 507.833333 458.500000 724.000000 93.500000 483.300000
## [2196] 511.166667 2129.536752 480.300000 352.800000 657.500000
## [2201] 1384.383333 1280.166667 1822.008117 1269.766667 149.600000
## [2206] 1817.000000 9143.435714 1080.150000 316.250000 1783.250000
## [2211] 1384.533333 996.438095 368.500000 1285.548533 6223.870847
## [2216] 841.033333 1250.500000 699.500000 1766.855952 567.450000
## [2221] 90.666667 981.166667 1661.750000 548.250000 808.083333
## [2226] 87.500000 1875.744689 4346.916667 884.335714 1678.733333
## [2231] 325.833333 549.500000 4277.000000 179.500000 561.550000
## [2236] 2136.000000 2797.816667 643.875000 898.833333 453.000000
## [2241] 888.000000 9997.728571 5703.476786 1495.580952 2905.500000
## [2246] 1192.317857 355.666667 332.500000 297.300000 2309.995238
## [2251] 810.371377 384.500000 975.972222 3382.083333 541.500000
## [2256] 1343.097619 953.833333 674.500000 817.016377 1124.916667
## [2261] 7428.181584 5577.826456 887.833333 2765.200000 3121.283333
## [2266] 1190.548851 410.916667 710.500000 319.666667 401.500000
## [2271] 1311.072012 414.333333 1155.033333 1589.183333 233.500000
## [2276] 1384.071429 452.814103 1708.083333 3374.916667 5448.994444
## [2281] 654.500000 1435.000000 512.066667 797.295238 555.866667
## [2286] 2954.759524 97.166667 291.000000 472.000000 628.000000
## [2291] 1141.061905 273.500000 461.222222 1783.122222 731.523809
## [2296] 3057.809524 601.790196 1370.067857 321.666667 540.500000
## [2301] 4977.850000 1066.166667 1142.666667 1294.183333 1086.178571
## [2306] 754.226191 432.571429 1051.500000 1101.333333 2477.666667
## [2311] 1501.166667 1736.447368 269.000000 833.083333 86.750000
## [2316] 547.000000 1474.500000 323.500000 813.051948 2028.500000
## [2321] 2220.871465 440.000000 1356.000000 438.583333 347.666667
## [2326] 2931.580303 1462.450000 727.619048 553.166667 460.666667
## [2331] 2837.166667 264.000000 1638.888095 1383.500000 1382.665140
## [2336] 352.500000 1444.166667 250.083333 327.500000 1085.078571
## [2341] 2665.798039 816.500000 2877.500000 448.033333 6842.002513
## [2346] 2645.833333 586.189286 1133.016667 562.666667 3000.250794
## [2351] 816.954545 1861.500000 815.000000 165.500000 1090.916667
## [2356] 133.000000 533.071429 303.400000 516.476191 72.500000
## [2361] 652.923809 3393.903571 466.500000 2778.333333 677.500000
## [2366] 908.466667 346.833333 661.630952 324.000000 670.166667
## [2371] 183.833333 5633.538274 936.000000 1329.666667 1026.750000
## [2376] 2068.928571 118.000000 953.068687 714.500000 1797.298291
## [2381] 154.500000 805.099298 138.500000 1190.616667 411.388889
## [2386] 778.761905 512.050000 998.400000 1049.833333 472.916667
## [2391] 5645.176455 1615.000000 28.333333 283.500000 2694.833333
## [2396] 1130.846970 2478.622727 1714.400000 2213.366667 739.583333
## [2401] 3206.193407 1243.500000 1448.333333 304.000000 304.500000
## [2406] 1699.666667 4833.925000 3731.138116 1263.333333 4509.823016
## [2411] 585.178355 536.000000 2197.195238 72.666667 542.333333
## [2416] 342.166667 1190.418903 74.666667 1978.214286 3129.393438
## [2421] 751.500000 2748.624538 321.833333 2926.431962 2070.643939
## [2426] 214.333333 1592.133333 986.916667 418.333333 536.500000
## [2431] 410.116667 2650.408502 450.200000 2749.058333 1959.304762
## [2436] 869.061111 1320.500000 976.338235 522.000000 1008.916667
## [2441] 931.000000 933.333333 1552.547619 3439.733242 1851.500000
## [2446] 457.583333 2081.500000 1310.472222 1001.166667 3436.066667
## [2451] 198.166667 296.233333 1649.000000 574.333333 2643.333333
## [2456] 706.000000 2996.487500 2171.174592 255.638889 1925.102381
## [2461] 202.333333 380.166667 4324.737073 2114.083333 894.000000
## [2466] 85.000000 625.085689 164.500000 275.666667 5044.756890
## [2471] 691.000000 1569.866667 1368.484848 1697.550000 1134.500000
## [2476] 2787.250000 297.250000 352.083333 1486.666667 1164.099635
## [2481] 1360.500000 1942.933333 133.833333 1407.500000 1187.500000
## [2486] 1090.566667 115.500000 463.000000 91.500000 840.833333
## [2491] 895.973169 76.500000 104.333333 345.166667 869.800000
## [2496] 980.833333 1438.722222 423.666667 185.500000 421.166667
## [2501] 578.200000 6931.049725 522.666667 1720.416667 2464.900000
## [2506] 5459.967105 328.416667 1046.500000 354.250000 127.666667
## [2511] 455.000000 2153.718590 166.250000 578.000000 341.350000
## [2516] 40.500000 2826.790048 2078.666667 881.166667 950.833333
## [2521] 2279.222222 217.866667 1390.866667 591.892857 1829.183333
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## [5491] 784.734286 1538.056725 2331.150000 1057.033333 2021.747727
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## [5501] 1290.500000 581.500000 845.278889 813.601667 59.200000
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## [5536] 1759.686519 476.360094 1720.422222 1516.200000 2016.566667
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## [5571] 3987.386667 2159.400000 1558.529048 2650.780526 145.040000
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## [5656] 937.807576 22.833333 1719.375714 1696.567619 445.900000
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## [6436] 50.833333 1723.753711 508.250000 65.500000 968.750000
## [6441] 3127.078788 418.375000 2052.125000 331.837500 1028.775000
## [6446] 2776.013582 360.541667 4379.863158 118.250000 821.682540
## [6451] 24844.156200 2050.191803 962.901190 586.372222 732.091667
## [6456] 855.666667 274.583333 1828.375000 247.500000 2123.500000
## [6461] 635.491667 1332.250000 5253.069444 593.750000 5252.861501
## [6466] 1169.000000 987.900000 2886.841667 473.166667 4791.460889
## [6471] 1481.783333 386.262121 1144.972222 2747.616288 271.500000
## [6476] 3022.370406 2156.525403 938.333333 1039.599344 721.416667
## [6481] 3480.811706 6241.687398 749.250000 225.166667 1587.250000
## [6486] 1397.666667 506.183333 7181.877778 1173.417614 318.250000
## [6491] 2855.166667 1165.950000 1470.208333 1707.666667 2636.138889
## [6496] 452.416667 447.047619 1113.309524 446.375000 952.677778
## [6501] 4434.281746 311.250000 323.233333 2835.417641 2893.940476
## [6506] 540.750000 6085.002381 1390.083333 1031.083333 539.150000
## [6511] 1657.000000 939.083333 1403.828355 29.500000 1862.333333
## [6516] 894.580952 475.666667 2187.338725 2312.337853 1652.486111
## [6521] 5826.333333 198.750000 464.383333 266.166667 1047.000000
## [6526] 512.500000 765.392857 314.750000 1682.275000 580.083333
## [6531] 1388.200000 470.816667 1184.269841 6919.899495 303.500000
## [6536] 1074.333333 588.500000 4155.746883 55.500000 12500.353060
## [6541] 1021.200000 2694.507143 2533.333333 1658.125000 1440.166667
## [6546] 1315.177778 1935.335516 2404.831006 346.566667 695.500000
## [6551] 415.273810 256.950000 1939.155952 1975.455952 28.250000
## [6556] 2556.220833 3812.161753 592.250000 190.333333 10902.458260
## [6561] 3543.809524 1159.541667 24.250000 2300.891317 841.783333
## [6566] 1609.939744 424.333333 1267.062500 1631.416667 1043.583333
## [6571] 2041.233550 504.600000 2793.733084 180.416667 530.583333
## [6576] 329.214286 1508.521825 803.507738 2251.280000 1286.500000
## [6581] 396.250000 4293.400000 3875.427778 936.642857 756.861111
## [6586] 1385.850000 3197.755638 1779.886905 1191.887500 851.666667
## [6591] 3111.683333 561.250000 5380.686996 860.208333 2058.300000
## [6596] 1032.300000 8622.380000 4067.010247 2690.333333 150.166667
## [6601] 844.941667 918.541667 46.750000 2422.375000 1249.866144
## [6606] 702.333333 4097.708838 1042.507143 169.916667 1421.250000
## [6611] 2429.279762 1123.050824 441.136905 1475.254167 1630.137415
## [6616] 3216.920172 32.500000 623.725000 3674.737578 486.147222
## [6621] 1645.679762 1361.780952 3152.500000 5209.820361 558.476191
## [6626] 2244.616667 2032.272727 1904.183333 883.550000 4389.887512
## [6631] 598.873809 593.000000 829.208333 4875.106113 1344.291667
## [6636] 817.500000 500.500000 1897.833333 1883.866667 3033.689449
## [6641] 2922.497511 794.992857 7444.938071 783.750000 1732.066667
## [6646] 2304.150000 2492.166667 1656.615043 17550.584860 224.391667
## [6651] 2693.582331 3697.731633 135.750000 795.000000 759.750000
## [6656] 525.166667 195.250000 499.750000 583.069444 231.750000
## [6661] 1441.636905 4284.422619 909.750000 691.833333 3368.305556
## [6666] 121.375000 386.500000 2335.125000 1414.589286 2334.105159
## [6671] 4212.141886 677.916667 431.000000 2126.077501 760.770833
## [6676] 1615.660256 805.650000 546.229167 809.000000 3066.695513
## [6681] 4272.607937 751.000000 3009.087500 242.583333 347.852273
## [6686] 3714.352664 738.886111 9018.123741 1726.500000 1361.833333
## [6691] 546.958333 3959.450000 4643.283732 1124.875000 67.250000
## [6696] 7097.582291 1458.976190 33.142857 572.900000 824.000000
## [6701] 7972.322431 1249.708333 480.605556 258.616667 57.750000
## [6706] 3408.266667 2533.008333 85.750000 2156.500000 111.250000
## [6711] 3561.130212 14505.727250 2801.751190 2460.323686 452.250000
## [6716] 2619.109709 784.883333 1264.000000 508.558547 61.500000
## [6721] 122.250000 698.671520 1799.666667 496.250000 687.467063
## [6726] 458.250000 53.500000 332.583333 749.750000 8282.214508
## [6731] 142.125000 3007.687500 1894.393840 4817.924102 905.500000
## [6736] 1254.750000 3401.050687 523.541667 627.000000 1514.037879
## [6741] 2429.812500 156.404762 1288.733333 4446.303175 920.550000
## [6746] 950.625000 5932.596554 1358.166667 89.666667 694.516667
## [6751] 3075.978608 2857.712454 1967.780163 1352.750000 866.333333
## [6756] 1878.996825 138.416667 1031.133333 1208.333333 5426.823764
## [6761] 1570.362302 644.250000 705.116667 1183.900000 2438.075000
## [6766] 106.083333 409.466667 2697.175350 2622.600281 5793.523810
## [6771] 631.750000 536.616667 1661.833333 2553.858333 490.833333
## [6776] 334.750000 270.583333 1052.833333 301.000000 535.500000
## [6781] 839.430556 4509.000000 273.708333 715.875000 903.357143
## [6786] 3309.448776 9297.575489 4096.090152 1480.233333 735.583333
## [6791] 581.083333 877.916667 805.625000 375.916667 555.502941
## [6796] 1935.887111 638.916667 2040.166667 990.464286 155.983333
## [6801] 2199.976786 246.645833 2493.985714 1359.957586 831.000000
## [6806] 812.875000 201.916667 722.083333 135.225000 3231.853672
## [6811] 74.750000 4215.961111 624.500000 1618.532967 1924.505952
## [6816] 4899.626984 7141.214642 2304.500000 1573.895833 2011.513765
## [6821] 3831.100000 275.500000 1176.500000 1436.690476 257.416667
## [6826] 9.500000 1264.833333 27009.859430 4679.029167 1252.750000
## [6831] 5639.221760 347.916667 2354.979058 3313.073936 147.583333
## [6836] 1403.720238 2155.653752 3026.374242 760.763235 839.517857
## [6841] 837.375000 362.633333 1625.583333 4152.083333 1400.958333
## [6846] 892.083333 1066.250000 322.750000 873.750000 695.193750
## [6851] 4112.394444 6515.454310 1140.166667 5212.708333 195.416667
## [6856] 1535.000000 53.625000 1066.566667 2106.894048 5276.594444
## [6861] 849.541667 9595.649629 6460.192638 1828.966667 6920.973243
## [6866] 2991.319444 78.750000 2512.517420 1297.750000 132.750000
## [6871] 1904.541667 270.750000 1692.250000 2259.736508 1775.241667
## [6876] 664.500000 5000.739116 2716.666667 1876.333333 2368.111111
## [6881] 229.916667 903.163462 3296.940476 238.666667 2163.132326
## [6886] 799.327381 122.750000 2787.678571 531.500000 898.238889
## [6891] 109.194444 805.783333 2019.769468 1979.300000 1425.583333
## [6896] 7838.556598 3591.744196 555.625000 242.500000 7761.034859
## [6901] 12158.196390 2289.100000 7712.375000 4755.224054 465.250000
## [6906] 1210.100000 313.017857 3044.047222 946.595238 97.416667
## [6911] 1574.375000 1830.583333 1011.319444 669.483333 795.361111
## [6916] 1061.816667 1206.833333 858.946429 1093.175000 3174.088455
## [6921] 2058.604545 5396.264881 2014.416667 1837.204167 1326.430556
## [6926] 2558.500000 930.500000 1052.255952 1792.814481 3301.222222
## [6931] 1887.232143 111.750000 251.000000 217.916667 1533.025834
## [6936] 582.266667 6867.193847 1366.058333 6854.604365 305.500000
## [6941] 859.333333 70.750000 192.875000 1460.908333 2070.325000
## [6946] 551.500000 295.833333 762.238095 296.916667 2197.780952
## [6951] 10046.807710 2004.371491 3817.203846 3178.500000 1671.583333
## [6956] 762.000000 1655.190476 1412.316667 29.166667 3978.245833
## [6961] 103.500000 38.500000 4817.369546 447.000000 829.083333
## [6966] 2989.780952 21672.244250 1931.630952 6095.481945 3993.135714
## [6971] 1805.277375 42.575000 566.800000 2189.500000 2811.478070
## [6976] 777.212500 876.250000 1077.250000 1429.875000 688.183333
## [6981] 1022.384615 1935.061310 354.500000 417.989286 1466.088462
## [6986] 3971.515278 124.216667 1319.366667 2250.350000 5250.891667
## [6991] 2494.817100 8866.167386 1050.250000 520.000000 3646.083333
## [6996] 141.666667 577.750000 655.535714 2207.366936 1746.108683
## [7001] 1945.500000 6038.244769 3903.167094 1104.900000 1199.160606
## [7006] 3147.245589 1401.458333 2861.966667 379.083333 283.750000
## [7011] 755.417892 3507.010877 364.541667 1273.083333 3059.013889
## [7016] 255.083333 2749.150000 9139.496696 938.041667 1806.558333
## [7021] 58.500000 1296.000000 1080.875000 2942.021588 276.250000
## [7026] 2864.633333 4130.937879 3586.833333 227.250000 52.500000
## [7031] 673.638095 975.500000 6165.878774 1502.291667 134.750000
## [7036] 572.061039 1098.524802 5889.730504 3541.324493 658.916667
## [7041] 2641.416667 364.750000 2781.125000 2500.128052 200.250000
## [7046] 3163.096825 6057.928961 1448.928571 1984.025000 739.666667
## [7051] 2235.828084 3142.941176 1289.333333 3227.483333 1183.000000
## [7056] 5251.382738 685.174405 2209.750000 1102.500000 1686.354994
## [7061] 704.166667 1240.650000 1140.666667 56.250000 310.250000
## [7066] 91.250000 3208.208333 109.250000 1547.625000 2049.750000
## [7071] 2324.820965 3416.279167 1245.250000 3236.865632 682.133333
## [7076] 2492.224020 1197.932540 3972.000000 211.470238 1617.612554
## [7081] 1589.583333 2408.815476 120.500000 1512.750000 591.900000
## [7086] 514.416667 771.750000 13717.402050 531.036905 1494.083333
## [7091] 3478.750000 677.666667 4620.088889 2194.490404 650.250000
## [7096] 44.333333 3344.958929 306.250000 553.833333 273.750000
## [7101] 175.175000 892.967949 668.000000 269.250000 332.291667
## [7106] 3328.903752 734.250000 3556.516667 454.916667 1110.579167
## [7111] 950.816667 7609.820650 855.541667 2095.819048 2085.972565
## [7116] 4653.190245 1156.416667 2237.757205 6671.290144 1356.458333
## [7121] 3422.525000 1777.520455 191.562500 975.289394 461.000000
## [7126] 201.333333 1606.308250 1828.733333 3009.042857 5972.416667
## [7131] 5485.017857 1773.250000 496.000000 185.666667 1461.833333
## [7136] 468.541667 1409.533550 286.516667 842.750000 910.233333
## [7141] 11940.016500 3815.166667 1622.883333 789.416667 1916.873737
## [7146] 2671.069940 6505.333333 470.916667 294.000000 278.291667
## [7151] 2807.149729 1438.854167 1186.141667 4836.486905 1166.166667
## [7156] 876.300000 1285.583333 357.333333 1196.250000 94.800000
## [7161] 454.333333 777.116667 5575.614608 2038.052273 386.416667
## [7166] 79.750000 999.833333 1491.500000 444.633333 4218.074847
## [7171] 700.000000 1940.293452 705.500000 380.666667 29970.465970
## [7176] 607.500000 112.708333 2267.330952 252.750000 857.183333
## [7181] 3626.003223 512.250000 7569.248612 3492.316304 536.322727
## [7186] 2207.757143 1119.854167 5969.573168 1737.000000 5178.531731
## [7191] 426.500000 198.250000 1226.000000 108.916667 1198.024145
## [7196] 2606.779545 285.500000 4877.122575 1514.836310 1572.200000
## [7201] 567.250000 5878.940603 314.696429 445.625000 257.166667
## [7206] 986.933333 549.200000 130.050000 1347.962500 1040.100000
## [7211] 2033.845238 1833.244643 138.375000 1592.233333 2366.192105
## [7216] 472.416667 1438.000000 125.500000 143.250000 145.500000
## [7221] 117.750000 6400.430101 237.666667 1395.445862 1660.000000
## [7226] 1368.000000 2188.258333 10014.269350 876.550000 3184.815705
## [7231] 546.607143 186.250000 523.250000 801.050000 92.250000
## [7236] 1853.286538 1558.250000 312.350000 573.750000 2435.743750
## [7241] 241.400000 2259.047619 1338.778571 3085.250000 3723.529739
## [7246] 354.583333 1317.795833 661.445529 1949.647252 1544.855159
## [7251] 1465.555338 3247.583333 1733.658333 3376.027564 629.858333
## [7256] 2582.699717 2428.350000 4045.726634 2743.213113 254.500000
## [7261] 161.550000 4155.620833 1268.125000 155.500000 2374.500000
## [7266] 1056.511364 2378.263492 2587.530411 219.583333 1542.350000
## [7271] 444.750000 1423.790476 184.000000 1548.086310 234.100000
## [7276] 6014.398401 3181.500000 530.625000 1202.875000 117.083333
## [7281] 1835.556213 867.777778 946.393421 2303.183333 6606.783899
## [7286] 1367.000000 7405.360281 3486.370682 1267.250000 1260.524994
## [7291] 2239.363889 224.250000 1621.766667 3800.089234 925.898809
## [7296] 212.916667 1202.916667 2681.998105 2618.681061 740.166667
## [7301] 4760.778303 4262.966667 130.750000 3228.502137 2018.300000
## [7306] 658.250000 2267.472565 4251.741250 1629.641667 9049.534024
## [7311] 5106.262991 1315.455182 98.666667 1378.166667 348.250000
## [7316] 382.250000 256.500000 4096.712716 1288.130556 594.000000
## [7321] 1364.266667 189.250000 1621.025379 2323.166667 338.250000
## [7326] 2431.242995 1151.000000 1048.980263 94.750000 1243.176190
## [7331] 1148.166667 659.636111 1990.125000 398.400000 2413.754403
## [7336] 422.166667 62.250000 3313.455754 126.250000 11.500000
## [7341] 3954.950000 3993.833333 1071.083333 315.300000 3188.483333
## [7346] 1056.658333 3397.957955 996.148077 5696.165963 2003.375779
## [7351] 629.291667 819.589286 652.500000 974.083333 2666.066667
## [7356] 3374.016667 3445.012500 66.250000 348.750000 748.250000
## [7361] 1579.375000 104.666667 3770.021698 5520.175505 1078.583117
## [7366] 2983.358135 69.750000 10340.369160 8701.851617 4885.049069
## [7371] 2193.383333 1092.354167 977.125000 5410.956705 1679.666667
## [7376] 1333.166667 914.229437 315.083333 3873.021970 583.083333
## [7381] 2780.609524 612.208333 2092.500000 2336.319444 747.042857
## [7386] 1090.385281 1975.825000 3367.041281 647.142857 138.541667
## [7391] 1401.083333 393.788889 2478.000000 1702.916667 1401.508730
## [7396] 281.425000 1491.775000 2056.106981 2109.919048 460.750000
## [7401] 1406.950000 3757.079762 1295.008333 1002.104167 1883.725000
## [7406] 2243.676587 193.366667 1690.778409 1698.000000 3517.039683
## [7411] 472.500000 8684.983333 1653.395833 3561.139286 36.902778
## [7416] 1899.058333 46.250000 5098.754980 90.500000 5080.233631
## [7421] 251.900000 851.250000 543.000000 23.833333 1964.847222
## [7426] 3457.628812 2997.002030 4022.000000 1542.791667 2434.144872
## [7431] 5442.085417 3299.525000 885.750000 219.550000 23.666667
## [7436] 671.642857 6566.867562 770.250000 1370.038095 11835.103890
## [7441] 916.458333 132.500000 3057.045833 442.500000 2446.144571
## [7446] 269.233333 819.150000 1434.908333 177.250000 1950.840873
## [7451] 116.750000 752.566667 2171.547149 6123.741494 4310.775000
## [7456] 502.525000 1565.958333 2595.095833 1140.150000 3327.537566
## [7461] 2625.185014 3747.814286 1126.250000 393.583333 5962.732411
## [7466] 21.250000 121.750000 325.000000 165.583333 58.900000
## [7471] 1547.477273 465.633333 328.500000 737.181935 1340.583333
## [7476] 742.960317 2186.961538 84.250000 4492.311111 857.266667
## [7481] 1773.375000 1346.630231 805.833333 1372.975000 2445.066667
## [7486] 4140.333766 348.383333 325.500000 1911.610665 1464.416667
## [7491] 472.541667 1593.583333 135.083333 4350.647321 1399.150000
## [7496] 663.527778 1717.666667 740.307143 1859.382937 874.952381
## [7501] 1275.092424 3372.748214 1328.626894 2378.377381 342.125000
## [7506] 1009.375000 340.500000 948.342857 4436.376299 56.750000
## [7511] 1334.083333 450.750000 1952.500000 776.166667 3091.146033
## [7516] 818.316667 684.750000 1224.541667 459.083333 474.333333
## [7521] 783.875000 1445.458333 517.000000 444.000000 1197.700198
## [7526] 10415.783640 6245.704152 2409.875000 2004.708333 1905.078571
## [7531] 903.430556 935.666667 979.375000 127.166667 1280.450000
## [7536] 787.535714 210.400000 257.750000 8041.588870 7017.192635
## [7541] 1244.350000 1591.888095 8650.048771 1986.553118 1363.700000
## [7546] 3753.194490 1070.625000 1839.250000 1787.479365 1534.825143
## [7551] 1568.500000 111.500000 2332.109524 598.500000 1287.273810
## [7556] 985.315151 2420.650000 300.333333 1602.940260 1646.612195
## [7561] 1824.083333 1525.000000 114.416667 1768.657051 5546.000000
## [7566] 2346.220238 2177.333333 1929.185664 1261.500000 898.150000
## [7571] 4172.115720 749.125000 2537.807082 580.250000 3494.067460
## [7576] 1605.583333 1100.475000 134.675000 296.392857 691.750000
## [7581] 6850.499335 291.166667 232.500000 2046.832418 2974.734799
## [7586] 108.250000 1151.136905 2060.508333 2764.290278 175.750000
## [7591] 609.541667 2264.091667 546.750000 781.425000 3391.685880
## [7596] 43.750000 1423.833333 834.075000 706.700000 806.125000
## [7601] 6759.311928 440.750000 1404.459091 326.927778 2517.216667
## [7606] 3060.055556 866.216667 2110.124603 5316.459524 176.766667
## [7611] 820.500000 2990.312500 2152.588889 1722.583333 7012.266796
## [7616] 320.983333 6879.801826 2237.603885 2270.750000 602.250000
## [7621] 1256.291667 1796.583333 269.700000 1130.807540 1333.914286
## [7626] 1907.135417 1085.333333 3239.418207 2002.250000 3757.750000
## [7631] 115.250000 204.750000 556.000000 238.550000 423.183333
## [7636] 1664.000000 2766.942172 2696.108730 1831.149084 1626.000000
## [7641] 9951.359644 941.699405 1716.583333 597.250000 1982.523611
## [7646] 1335.737854 690.958333 8217.678753 5999.808333 182.250000
## [7651] 845.750000 1430.250000 179.250000 1359.771429 1021.519444
## [7656] 491.833333 907.943254 8402.715986 184.333333 1991.822567
## [7661] 595.750000 5315.211905 9648.177094 738.910714 1749.000000
## [7666] 140.458333 698.541667 123.229167 587.750000 589.875000
## [7671] 4096.158590 723.000000 4126.448611 5504.695238 27.375000
## [7676] 2939.625000 3713.580105 2596.204762 1668.116667 742.687500
## [7681] 1218.750000 551.158333 1302.518056 929.583333 1309.658333
## [7686] 2852.013141 272.166667 3770.916071 834.361111 668.500000
## [7691] 521.925000 1544.595238 17086.234240 1082.750000 1803.666667
## [7696] 4729.065909 1355.366667 529.750000 836.500000 719.200000
## [7701] 146.500000 2632.700000 8178.226923 1461.725000 1616.548160
## [7706] 197.750000 8613.257312 2070.616667 1449.608333 163.375000
## [7711] 4081.041667 353.152778 791.916667 1088.866667 9247.383869
## [7716] 1659.250000 2638.244429 127.600000 3789.583333 3660.342875
## [7721] 565.500000 2021.320833 97.500000 2614.209722 308.250000
## [7726] 1020.013889 5154.777093 1443.641667 480.000000 548.267857
## [7731] 828.250000 3608.346752 545.083333 5097.418330 2350.667857
## [7736] 1310.636905 1398.390775 2915.571429 949.750000 2381.097222
## [7741] 1273.250000 3002.902778 6235.066030 12959.915150 1361.203175
## [7746] 2375.114286 1404.750000 780.791667 8276.292565 1206.750000
## [7751] 1858.833333 424.750000 1992.717308 3642.066026 480.916667
## [7756] 2120.630952 1725.966667 1200.500000 1314.083333 2225.288889
## [7761] 528.583333 1587.765598 507.291667 162.625000 4597.124242
## [7766] 1885.337440 1895.133333 1903.081639 2872.125000 4048.583333
## [7771] 105.500000 1902.250000 1433.634921 709.750000 145.666667
## [7776] 1076.958333 5004.229167 1029.583333 1437.750000 534.875000
## [7781] 1751.847727 1435.375000 638.250000 954.083333 1159.567100
## [7786] 258.291667 101.833333 4600.540873 953.589286 1749.842262
## [7791] 2178.850000 1512.574405 4254.666667 506.452381 1383.661111
## [7796] 1261.658333 466.125000 2833.814103 711.166667 3788.800000
## [7801] 8584.025049 1004.500000 1322.004437 2051.466667 131.583333
## [7806] 308.458333 541.535714 282.083333 209.333333 3296.602091
## [7811] 1426.583333 6725.663690 146.750000 864.458333 259.750000
## [7816] 1215.666667 3427.665476 680.255952 492.250000 799.375000
## [7821] 1475.166667 32.833333 4772.919574 5778.966667 816.833333
## [7826] 1586.154762 1335.809127 743.750000 6203.690476 2689.625000
## [7831] 774.728814 6617.791228 71.500000 393.500000 96.625000
## [7836] 3283.715359 62.750000 3934.201024 977.533333 4373.847619
## [7841] 162.250000 584.308333 559.000000 922.708333 516.833333
## [7846] 689.202381 1170.166667 3974.534501 1666.750000 3891.214286
## [7851] 2161.388889 2006.834416 103.520833 123.750000 1252.561414
## [7856] 478.033333 1740.052778 156.500000 904.566667 432.750000
## [7861] 2714.958333 871.500000 735.515152 741.055556 833.166667
## [7866] 212.250000 1870.791667 577.166667 1954.754167 2359.375000
## [7871] 1136.083333 686.500000 1427.689394 2162.840879 5254.158333
## [7876] 108.416667 1728.250000 1813.250382 1998.250000 396.166667
## [7881] 576.300000 1035.083333 808.041667 552.333333 491.750000
## [7886] 901.266667 158.750000 1599.500000 675.666667 4590.431277
## [7891] 158.250000 287.333333 253.583333 1768.980303 5602.593506
## [7896] 8336.039583 675.375000 2627.756494 244.750000 2702.390385
## [7901] 3069.077778 1073.310020 13379.366580 1124.888889 6001.171475
## [7906] 2504.870761 4722.568651 457.250000 816.776190 3279.238428
## [7911] 4123.956674 1995.416667 1242.000000 2891.744571 937.716667
## [7916] 983.138889 650.808333 1523.578030 673.033333 190.708333
## [7921] 277.035714 1141.066667 1506.916667 1346.966667 771.875000
## [7926] 7044.064508 709.333333 726.038889 12900.767600 1087.986111
## [7931] 188.458333 4218.916667 5757.853961 402.805556 2787.750000
## [7936] 4815.701606 4766.021032 925.666667 4716.572619 1245.576190
## [7941] 2451.058466 292.875000 2296.250000 38.358333 476.866667
## [7946] 435.333333 597.625000 1677.805952 1177.291667 980.502199
## [7951] 1330.666667 1050.500000 9119.885413 1053.952381 8150.556716
## [7956] 1385.666667 1046.666667 548.283333 603.256526 67.750000
## [7961] 559.750000 14213.636520 2807.164836 2623.916667 2112.101515
## [7966] 9770.812093 2754.117424 1682.250000 1922.150000 1293.083333
## [7971] 3275.873810 208.900000 2668.725046 1543.750000 8555.765985
## [7976] 76.750000 2762.408333 430.607143 851.166667 205.700000
## [7981] 1092.333333 754.319444 1806.166667 674.958333 866.707143
## [7986] 72.250000 637.428571 586.375000 934.150000 5256.472341
## [7991] 411.937500 318.500000 6740.557143 1277.750000 304.541667
## [7996] 1125.875000 2128.730927 1391.733333 64.250000 113.250000
## [8001] 691.252381 274.500000 13265.355950 2846.833333 7569.182143
## [8006] 3436.975000 1957.500000 942.395833 1133.333333 7434.743073
## [8011] 8981.580128 2875.615909 2270.908333 293.725000 678.250000
## [8016] 1636.466667 99.750000 301.666667 2354.958333 183.708333
## [8021] 4876.007712 1598.250000 180.147059 2744.541071 18504.126210
## [8026] 486.666667 1978.148810 421.000000 1430.854167 2611.651923
## [8031] 161.666667 357.555556 2440.473611 348.433333 3752.666970
## [8036] 41.666667 1925.979167 263.250000 917.250000 653.125000
## [8041] 3284.500000 1731.500000 6793.383281 4377.708157 289.625000
## [8046] 135.875000 1678.333333 283.791667 4156.900000 297.125000
## [8051] 562.250000 14129.880800 4868.000000 1195.583333 118.750000
## [8056] 1048.107143 349.375000 2822.172118 2528.287431 677.883333
## [8061] 3959.145344 4307.409559 1960.475000 1789.954762 2284.488095
## [8066] 6481.483333 1051.166667 1966.092332 5160.451362 651.066667
## [8071] 565.416667 1250.125000 572.976191 2555.994444 113.666667
## [8076] 706.050000 4737.087716 25.750000 8205.687940 1933.244444
## [8081] 886.479167 1000.800000 729.791667 96.250000 386.750000
## [8086] 1788.370821 251.291667 656.768182 968.644444 2455.147619
## [8091] 1524.962997 341.250000 8130.964914 5276.227193 381.358333
## [8096] 3497.214286 2065.838165 1441.910588 2330.727381 2910.632251
## [8101] 2719.734091 2170.286706 837.250000 2038.772727 1494.250000
## [8106] 243.166667 1469.666667 7793.158685 1130.926190 2587.766667
## [8111] 39.333333 1405.327056 1032.750000 1279.089286 53.375000
## [8116] 1028.533333 760.875000 1760.613095 3312.879422 921.600000
## [8121] 244.250000 151.416667 553.333333 612.500000 5389.883333
## [8126] 625.300000 3094.366667 276.166667 1316.434982 2719.654762
## [8131] 744.166667 200.933333 3616.008121 696.225000 275.166667
## [8136] 2984.130952 4424.916667 168.900000 250.035714 1352.133333
## [8141] 169.375000 1183.050000 513.333333 2032.599702 464.658333
## [8146] 1238.586029 3621.066667 1836.775000 898.758333 11945.629540
## [8151] 824.229167 451.714286 636.583333 830.104167 2689.291667
## [8156] 2167.126924 943.500000 5505.401209 363.250000 610.191667
## [8161] 1357.833333 336.583333 8618.031872 281.738095 308.500000
## [8166] 1289.000000 409.500000 2348.812500 628.583333 1996.565909
## [8171] 2476.154789 211.416667 2930.722222 4316.833333 2710.381731
## [8176] 2904.922294 427.750000 988.062500 2999.716667 1328.500000
## [8181] 691.357280 912.434849 780.583333 1931.512121 2334.916667
## [8186] 754.300000 167.833333 1291.351190 335.250000 783.375000
## [8191] 1095.658333 187.916667 1258.791667 2351.834722 605.500000
## [8196] 5767.465043 1726.750000 2464.294444 1284.569048 1787.395833
## [8201] 1139.638889 814.154762 2508.413853 2086.666667 124.958333
## [8206] 902.083333 343.250000 660.803968 1407.446429 428.000000
## [8211] 1604.791667 1030.000000 2076.750000 1118.987027 221.250000
## [8216] 3679.128882 242.750000 1643.958333 2834.697619 946.363636
## [8221] 1760.600000 677.000000 381.214286 1784.516667 5189.960659
## [8226] 532.750000 728.979167 1383.375000 513.250000 3247.433333
## [8231] 1017.500000 2553.625000 144.500000 142.750000 214.750000
## [8236] 585.391667 733.250000 2162.657393 11250.486720 159.500000
## [8241] 862.791667 3441.439286 4894.851299 1538.950794 242.916667
## [8246] 71.166667 3074.852778 263.175000 618.250000 2487.061777
## [8251] 2269.732143 2310.083333 374.500000 5057.175000 604.500000
## [8256] 2634.476245 1777.702381 1558.361111 1825.557143 100.416667
## [8261] 6858.672122 79.250000 166.500000 3247.644636 4295.305066
## [8266] 5124.691667 1332.695346 2467.256349 5325.234886 123.166667
## [8271] 902.652778 1330.375000 1714.778571 205.083333 517.035714
## [8276] 1026.450758 57.666667 3575.000000 3696.225342 1600.000000
## [8281] 2230.500000 153.625000 765.041667 1256.383333 2642.458333
## [8286] 1992.916667 1002.491667 494.644048 835.238095 7952.491839
## [8291] 1433.712560 277.300000 2923.250000 1889.953409 8125.852288
## [8296] 199.666667 2008.900974 672.125000 140.166667 4173.131061
## [8301] 2849.482143 444.500000 3079.083333 205.750000 470.000000
## [8306] 1352.833333 497.250000 6975.887249 125.750000 3734.958333
## [8311] 318.750000 1766.833333 608.750000 279.083333 1098.500000
## [8316] 2355.682738 288.125000 1210.921324 863.346825 412.875000
## [8321] 850.666667 8591.591742 1903.601743 1585.608730 6367.506345
## [8326] 978.091667 118.333333 4293.833333 9126.982468 31.166667
## [8331] 402.395833 1632.533333 624.008333 391.583333 664.850000
## [8336] 1254.112179 5321.441032 751.541667 2520.056936 45.250000
## [8341] 31.500000 1456.916667 618.750000 1699.583333 935.097222
## [8346] 541.916667 559.250000 376.000000 811.863095 446.000000
## [8351] 1166.683333 233.375000 72.416667 2371.371545 3881.793590
## [8356] 1761.285714 333.333333 1343.946429 87.916667 1089.285714
## [8361] 737.750000 1102.850000 3763.000758 916.000000 491.583333
## [8366] 585.800000 630.083333 657.250000 366.500000 1478.073810
## [8371] 152.416667 711.363095 3881.938907 890.527778 1125.904762
## [8376] 1610.783197 3488.070803 2762.770833 460.833333 211.833333
## [8381] 13.250000 5244.471512 237.750000 671.088652 107.166667
## [8386] 517.541667 1767.400000 338.583333 1218.030952 1358.874152
## [8391] 1831.903509 1076.861905 529.291667 194.500000 1297.464286
## [8396] 720.425794 2370.729167 391.250000 392.187500 14568.162010
## [8401] 5619.384897 143.333333 1655.358333 3511.833059 405.100000
## [8406] 1182.590278 2367.400000 8596.669979 683.029221 671.425000
## [8411] 4263.977734 87.875000 427.816667 192.083333 2183.887500
## [8416] 5341.784253 3650.316667 4041.734915 3986.789646 707.166667
## [8421] 253.250000 1900.675000 549.950000 271.166667 556.916667
## [8426] 897.090278 535.250000 1091.005876 374.416667 1743.517857
## [8431] 2986.916667 1731.625000 797.833333 2345.589140 6225.988835
## [8436] 810.500000 504.500000 137.250000 1174.666667 11208.355060
## [8441] 107.929167 661.500000 803.333333 1242.661699 3879.831760
## [8446] 1055.333333 968.196429 177.583333 183.625000 92.333333
## [8451] 1051.125000 1581.500000 152.500000 9952.349817 702.125000
## [8456] 641.694444 783.636364 2034.261905 1361.634420 753.100000
## [8461] 2107.258333 6483.080400 686.878968 1550.916667 3105.365207
## [8466] 110.333333 327.650000 309.166667 432.166667 140.250000
## [8471] 476.250000 419.375000 348.500000 3711.605357 1267.502814
## [8476] 2997.083333 1493.958333 10415.325660 697.500000 484.845238
## [8481] 3068.062904 3763.447588 2863.400427 1277.741667 1069.973810
## [8486] 5918.308915 125.125000 6449.457197 1608.214286 8249.106771
## [8491] 382.033333 90.166667 2473.196429 1344.750000 1422.909324
## [8496] 1473.658333 4681.420833 1938.996646 3165.958333 753.637363
## [8501] 1263.900000 98.250000 1470.629167 770.583333 1410.428571
## [8506] 3154.970833 2933.695013 411.916667 268.750000 363.000000
## [8511] 126.083333 489.708333 1866.107143 330.416667 2447.548611
## [8516] 2269.336111 445.500000 1669.988095 569.750000 3359.625000
## [8521] 8864.036841 440.583333 19.250000 2128.416667 1117.642857
## [8526] 1241.750000 991.827020 2786.916667 516.500000 2028.172619
## [8531] 4042.949908 2767.976190 3237.114166 1708.625000 2531.342297
## [8536] 488.750000 4409.300000 1066.339286 3363.182143 991.500000
## [8541] 1843.187696 2352.166667 1269.645833 1167.321429 72.750000
## [8546] 1457.113095 1262.651515 971.666667 4279.966667 694.017857
## [8551] 1531.920136 2147.983333 3573.472222 1338.225000 3559.375000
## [8556] 1231.791667 115.625000 357.000000 1016.160714 3197.290064
## [8561] 1481.429167 2587.150595 390.773810 402.958333 2499.990079
## [8566] 710.541667 313.250000 1425.566667 2589.881537 1142.195833
## [8571] 777.333333 736.233333 210.250000 1266.094048 1009.950000
## [8576] 1661.133333 907.508333 105.616667 411.083333 558.398809
## [8581] 3421.575758 2158.500000 3484.269118 11232.656910 587.250000
## [8586] 2971.435101 974.166667 863.166667 2448.536054 9666.857845
## [8591] 783.694444 929.083333 1249.481746 4374.416667 887.800000
## [8596] 4558.372222 2549.534524 168.000000 849.833333 621.416667
## [8601] 2386.000000 385.291667 2498.833658 550.166667 814.000000
## [8606] 446.250000 143.200000 4081.248718 1607.191667 1233.307765
## [8611] 676.250000 4709.992857 168.500000 11246.133790 1729.750000
## [8616] 661.916667 8437.099188 1145.416667 174.083333 372.250000
## [8621] 3725.670725 2547.717986 2073.383333 2784.800000 796.250000
## [8626] 181.750000 2209.554876 284.700000 4937.639583 593.291667
## [8631] 752.761905 3494.831225 248.000000 1793.214286 968.092445
## [8636] 2161.133333 865.807143 1202.750000 4447.110508 1669.940186
## [8641] 290.100000 1704.580556 2106.833333 398.694444 16138.290800
## [8646] 2123.000000 851.885714 381.750000 535.000000 5076.380556
## [8651] 1543.500000 3675.500000 689.060606 323.683333 935.250000
## [8656] 555.666667 235.416667 524.000000 445.583333 916.500000
## [8661] 2453.177381 673.625000 220.266667 170.250000 91.750000
## [8666] 316.541667 818.583333 620.500000 1143.833333 2011.041667
## [8671] 1410.238889 448.194589 953.666667 2426.791667 6732.124414
## [8676] 33.333333 544.000000 858.833333 344.345238 2195.283333
## [8681] 3452.262500 865.583333 3614.105147 1893.444444 1090.700000
## [8686] 682.958333 1183.650000 7114.798341 880.633333 2652.552904
## [8691] 2190.429367 356.083333 212.750000 357.750000 1605.875000
## [8696] 3608.432937 9354.484111 4442.394444 2767.625000 332.333333
## [8701] 4568.338675 2780.600000 825.140152 172.208333 226.666667
## [8706] 3989.485553 3401.300000 2436.106169 4514.739394 3418.696975
## [8711] 181.666667 689.991667 755.250000 106.750000 3830.000000
## [8716] 8060.963948 96.125000 1544.750000 3215.173074 3688.846861
## [8721] 827.166667 4165.138690 1838.850000 3887.222321 3174.642793
## [8726] 700.127778 1316.035714 2572.429487 1287.958333 2019.828571
## [8731] 716.791667 3339.075980 6817.942235 3785.562500 361.000000
## [8736] 2570.426190 1209.558333 366.583333 4191.031746 5402.785260
## [8741] 2451.000000 7980.363439 968.666667 1390.583333 2466.533333
## [8746] 592.500000 1933.423611 1869.451190 2581.355128 170.666667
## [8751] 875.155952 2871.104167 2258.175000 1982.884524 2856.993600
## [8756] 2232.833333 955.525000 3329.100000 1283.750000 423.166667
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## [8766] 633.750000 100.250000 1338.933333 542.933333 9405.836721
## [8771] 249.333333 672.875000 930.014103 5093.300000 3580.333333
## [8776] 2034.466667 101.750000 997.287879 412.250000 680.500000
## [8781] 1093.833333 4502.511111 2716.519048 1878.195833 1039.887446
## [8786] 3274.521154 4484.669445 67.666667 5208.650000 646.825000
## [8791] 1617.519048 955.543215 350.250000 1873.589297 1712.416667
## [8796] 696.875000 916.625000 83.416667 3585.177579 2964.650595
## [8801] 757.375000 3913.987030 685.750000 572.000000 213.000000
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## [8811] 784.083333 6050.883117 2228.707287 936.133333 2706.595238
## [8816] 1494.125000 1178.250000 2447.300000 487.000000 1438.100000
## [8821] 533.700000 316.600000 2180.933333 778.675000 724.766667
## [8826] 1189.053571 2054.841667 375.554762 4344.919986 329.683333
## [8831] 338.750000 8425.870475 109.166667 1996.816667 470.500000
## [8836] 267.750000 3013.116917 1336.208333 496.482143 1384.197436
## [8841] 404.339286 1118.833333 578.810606 129.250000 586.850000
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## [8856] 117.625000 4931.198912 3708.383949 3411.955853 143.375000
## [8861] 194.750000 119.250000 456.525000 262.916667 250.250000
## [8866] 2853.020833 1029.250000 3606.088889 2267.833333 1344.340476
## [8871] 2415.416667 1398.937500 313.583333 2546.856685 1253.176407
## [8876] 938.583333 914.333333 833.669551 2253.799603 5358.375439
## [8881] 446.383333 499.608333 1231.500000 1364.812500 339.750000
## [8886] 362.750000 2375.083333 577.541667 1483.800000 943.250000
## [8891] 1167.950000 3719.643711 947.357702 2335.633333 1109.083333
## [8896] 225.500000 662.500000 269.683333 766.250000 3487.124710
## [8901] 11257.108300 755.175000 1265.892857 81.750000 170.750000
## [8906] 1182.416667 585.650000 1805.425000 2590.016667 374.000000
## [8911] 3346.041667 1212.441667 2478.070833 10497.154430 297.833333
## [8916] 1689.708333 829.333333 1659.866667 4006.359314 1285.166667
## [8921] 1753.083333 1952.750000 1194.750000 235.500000 2631.473214
## [8926] 812.104762 422.500000 372.816667 1474.530303 832.083333
## [8931] 1204.416667 930.053571 190.159091 1692.257143 178.250000
## [8936] 2663.583333 897.783730 3998.333333 3505.087955 12499.377110
## [8941] 12433.218650 221.375000 5947.971230 134.500000 4478.699416
## [8946] 4875.609432 3978.626167 138.166667 794.541667 2426.266667
## [8951] 4829.625000 1776.083333 98.550000 1268.116667 1263.864951
## [8956] 1164.202381 599.583333 5209.958128 1005.833333 6794.735417
## [8961] 2544.053571 56.625000 1717.740476 1778.663263 1246.708333
## [8966] 342.920238 2565.797222 488.409091 4838.294060 7445.957075
## [8971] 2763.011332 1874.841667 493.000000 293.416667 2903.764417
## [8976] 8956.097502 1140.791667 723.766667 1584.250000 7468.860173
## [8981] 610.975000 276.500000 47.250000 0.500000 431.166667
## [8986] 1249.750000 366.750000 3230.546573 1195.375000 7514.790476
## [8991] 10580.344790 1170.711048 1034.312500 1477.734676 1786.109649
## [8996] 1787.500000 104.500000 369.050000 1407.375000 2002.814281
## [9001] 4008.578283 866.416667 381.250000 2796.316667 8068.742154
## [9006] 160.250000 1909.232143 2002.230612 1677.178571 9485.374568
## [9011] 1162.797222 1899.598899 1089.625000 1435.772114 6630.479365
## [9016] 6194.852381 2767.366071 2271.553571 325.166667 1477.394841
## [9021] 343.833333 173.433333 1697.058333 1860.250000 122.666667
## [9026] 267.733333 53.833333 308.333333 929.333333 2265.571429
## [9031] 663.000000 1009.430952 601.086415 529.500000 640.875000
## [9036] 369.500000 534.263889 305.400000 2834.280117 465.732143
## [9041] 1073.295779 868.678571 351.500000 807.083333 3041.676452
## [9046] 403.416667 2186.145833 720.150000 2408.579762 1602.350000
## [9051] 150.250000 879.500000 1234.525000 954.908333 3740.291667
## [9056] 759.083333 831.111111 537.625000 1234.500000 690.254167
## [9061] 152.750000 797.761905 2895.129762 2011.305556 614.750000
## [9066] 417.750000 3400.248897 2526.483333 613.895833 1237.000000
## [9071] 651.866667 491.375000 469.976190 219.250000 607.589286
## [9076] 107.250000 1256.333333 1624.941667 333.250000 2386.066667
## [9081] 3324.597222 59.250000 249.666667 3874.240873 1930.410714
## [9086] 3554.649020 766.216667 1307.472222 661.138889 3556.346795
## [9091] 1141.175000 2958.216667 1553.269048 579.000000 1222.250000
## [9096] 1947.500000 166.083333 4223.409838 14988.591510 402.043040
## [9101] 935.900000 412.083333 215.952381 455.083333 1300.041667
## [9106] 7767.325560 701.803247 434.583333 1919.550000 1251.932143
## [9111] 2350.905769 10886.876920 12460.670060 4403.382777 2151.097436
## [9116] 1055.750000 760.619048 1012.166667 810.333333 4567.942696
## [9121] 502.916667 1251.316667 3624.056349 155.250000 900.500000
## [9126] 2616.905952 138.750000 4334.815476 772.916667 1138.250000
## [9131] 2266.270833 1892.005556 181.300000 947.883333 2719.525974
## [9136] 668.100000 916.922222 5617.092505 38.750000 3095.200725
## [9141] 730.350000 612.819444 702.643162 461.108333 642.464286
## [9146] 1259.872817 1032.008333 94.000000 153.750000 380.946429
## [9151] 653.859524 1740.525631 1889.833333 984.500000 5246.435176
## [9156] 1222.625000 1597.106090 1204.664683 1689.134524 11231.410120
## [9161] 317.250000 1262.488779 587.916667 1324.133333 378.500000
## [9166] 365.166667 81.375000 315.694444 189.416667 7750.537279
## [9171] 681.500000 4312.225000 338.791667 5286.208333 3486.194444
## [9176] 6560.007540 2971.254167 2612.000000 3085.620238 4609.626389
## [9181] 123.666667 446.416667 1248.058333 541.207143 2365.429545
## [9186] 2706.375000 783.666667 4264.419078 997.708333 548.166667
## [9191] 7356.402381 6375.065753 7128.753770 4803.827170 4777.812554
## [9196] 4479.116226 501.800000 2591.795346 4054.755952 471.416667
## [9201] 1157.416667 2016.115385 839.416667 2633.084900 190.500000
## [9206] 7532.511111 76.666667 370.458333 2277.555556 5948.998311
## [9211] 1089.208333 1320.189881 246.166667 1106.000000 264.250000
## [9216] 487.458333 1352.000000 644.875000 887.000000 122.225000
## [9221] 1002.847222 961.250000 14150.546130 2701.337954 823.000000
## [9226] 1897.687500 220.500000 2218.717208 159.300000 146.916667
## [9231] 3269.256933 444.250000 619.520833 2925.677607 4097.403993
## [9236] 1753.761111 7700.501461 787.750000 1589.625000 2994.827381
## [9241] 3211.344872 1958.833333 2628.000000 124.750000 2709.522357
## [9246] 11240.976690 790.000000 3006.883631 376.516667 7190.547947
## [9251] 772.625000 901.288889 54.333333 179.958333 2721.555108
## [9256] 1673.593939 670.000000 1121.416667 1284.361822 281.900000
## [9261] 1085.250000 353.083333 5395.201794 389.410714 483.291667
## [9266] 1493.353846 350.375000 1375.800000 568.250000 1254.295238
## [9271] 2221.000000 4597.575252 234.500000 146.375000 1119.541667
## [9276] 329.250000 429.916667 1127.566667 1500.033333 1032.900000
## [9281] 3346.501984 732.344872 4928.927389 1568.650000 430.166667
## [9286] 576.857143 891.500000 3779.444444 557.350000 50.250000
## [9291] 1065.450000 4391.876232 221.208333 298.875000 2117.654762
## [9296] 5610.686899 1460.256115 764.666667 12595.627760 761.750000
## [9301] 12166.694240 2007.000000 3944.384921 64.208333 4227.094444
## [9306] 631.775000 416.583333 1063.420238 1934.225758 2527.083333
## [9311] 2495.615079 655.875000 1415.387500 658.750000 332.166667
## [9316] 498.200000 330.166667 97.833333 345.000000 1668.950000
## [9321] 1327.666667 941.672619 735.439286 5091.890896 277.166667
## [9326] 1342.434295 371.250000 1110.666667 4947.358038 1706.064885
## [9331] 383.458333 82.750000 68.250000 1033.000000 687.483333
## [9336] 2599.015278 2371.122222 671.625000 1461.416667 386.250000
## [9341] 1355.483333 331.083333 651.666667 1909.080556 874.404762
## [9346] 770.500000 612.625000 320.750000 2405.652778 343.625000
## [9351] 182.625000 213.947222 1521.150000 1344.458333 1081.666667
## [9356] 296.500000 2632.189286 2588.154762 4326.666667 1119.543056
## [9361] 4201.508333 241.625000 753.500000 1440.933333 1896.966667
## [9366] 609.348810 437.833333 1038.791667 1347.266667 370.666667
## [9371] 60.250000 543.958333 5509.717928 449.250000 332.125000
## [9376] 1694.333333 249.821429 5588.185426 4792.380767 988.259524
## [9381] 36.250000 1171.071429 4698.796429 1276.594048 392.500000
## [9386] 6942.783547 966.358333 1107.922619 1403.541667 2068.248473
## [9391] 829.519048 602.500000 792.750000 868.016667 933.550000
## [9396] 398.979167 2900.791667 1232.083333 9230.890838 636.500000
## [9401] 2338.950000 941.916667 8777.613879 1883.444231 1467.654221
## [9406] 1043.150000 1509.500000 1277.842857 282.750000 654.875000
## [9411] 610.309524 586.000000 5155.351132 640.375000 12003.317580
## [9416] 161.250000 3865.838889 2801.131746 1840.369156 4637.538420
## [9421] 647.625000 2018.762066 297.083333 6308.063793 278.750000
## [9426] 85.250000 1836.214249 289.555556 704.300000 4108.808442
## [9431] 3354.078463 1121.500000 1387.500000 2924.432937 1010.375000
## [9436] 3116.500000 1570.791667 2163.500000 6212.779517 6384.366987
## [9441] 1023.125000 879.800000 9676.093180 8115.845852 693.254167
## [9446] 278.666667 1012.233333 1014.375000 1107.267857 5496.630355
## [9451] 1609.990079 6338.256636 3459.479978 52.666667 1053.841565
## [9456] 3671.675000 2219.866667 155.333333 1134.455556 389.166667
## [9461] 902.666667 2201.710714 102.750000 3653.641667 264.083333
## [9466] 853.416667 217.500000 223.416667 1893.650488 2077.806007
## [9471] 1389.216667 6784.671131 183.875000 199.250000 3675.940705
## [9476] 840.995292 3466.794048 833.750000 1350.258333 1624.750000
## [9481] 1326.107143 239.583333 413.666667 1458.993056 1287.852778
## [9486] 2640.135697 6673.291392 671.866667 189.750000 472.361111
## [9491] 171.250000 4269.493146 3109.404167 1236.638095 1699.073611
## [9496] 4310.004668 1010.250000 540.333333 2720.265368 867.000000
## [9501] 812.300000 2802.116667 4214.779822 3923.586111 3414.875000
## [9506] 6072.032391 2159.004167 671.550000 2773.010873 909.154870
## [9511] 2664.445833 959.811742 2001.833333 4845.989214 1445.840909
## [9516] 2674.339216 1656.410714 7453.766667 854.550000 2650.416667
## [9521] 3918.363736 197.416667 6340.152381 730.791667 88.500000
## [9526] 1008.500000 1422.850000 313.928571 139.750000 472.875000
## [9531] 719.583333 185.250000 172.000000 655.542857 1168.619841
## [9536] 1041.750000 1121.250000 4018.450000 262.900000 4627.489571
## [9541] 11431.001240 2773.500000 705.833333 1453.640882 1128.583333
## [9546] 143.583333 1075.250000 1157.976190 1783.791667 465.750000
## [9551] 184.250000 346.000000
##
## $BounceRates
## [1] 0.200000000 0.000000000 0.050000000 0.020000000 0.015789474 0.018750000
## [7] 0.008333333 0.002857143 0.043478261 0.040000000 0.014285714 0.015384615
## [13] 0.025000000 0.028571429 0.003030303 0.017142857 0.066666667 0.011111111
## [19] 0.011764706 0.009000000 0.002150538 0.004347826 0.016666667 0.057142857
## [25] 0.003703704 0.038095238 0.004166667 0.007058824 0.150000000 0.044444444
## [31] 0.000854701 0.008000000 0.012903226 0.018181818 0.028000000 0.133333333
## [37] 0.005555556 0.007142857 0.007500000 0.100000000 0.033333333 0.008695652
## [43] 0.030303030 0.015217391 0.086666667 0.010743802 0.003174603 0.001960784
## [49] 0.036190476 0.009090909 0.002061856 0.013068182 0.037619048 0.006666667
## [55] 0.005714286 0.080000000 0.001481481 0.010526316 0.004000000 0.005263158
## [61] 0.006896552 0.011578947 0.022807018 0.023529412 0.005000000 0.012676056
## [67] 0.007246377 0.010000000 0.015555556 0.006451613 0.035714286 0.014583333
## [73] 0.010638298 0.011428571 0.010588235 0.013500000 0.004545455 0.012571429
## [79] 0.013793103 0.022916667 0.005128205 0.013333333 0.003076923 0.002631579
## [85] 0.027083333 0.000098300 0.014814815 0.013888889 0.008897485 0.005333333
## [91] 0.011200000 0.019047619 0.009929078 0.015625000 0.004081633 0.004255319
## [97] 0.003508772 0.005405405 0.022222222 0.003870968 0.075000000 0.002197802
## [103] 0.003571429 0.030000000 0.012500000 0.026666667 0.077777778 0.020512821
## [109] 0.017105263 0.013636364 0.030769231 0.007407407 0.019871795 0.003333333
## [115] 0.007692308 0.028787879 0.005882353 0.023076923 0.038461538 0.009523810
## [121] 0.001298701 0.005797101 0.036363636 0.006635802 0.032727273 0.041666667
## [127] 0.006250000 0.045454545 0.012962963 0.002531328 0.003846154 0.004761905
## [133] 0.002105263 0.002666667 0.003448276 0.000606061 0.004444444 0.055555556
## [139] 0.002439024 0.002469136 0.031932773 0.001666667 0.003673469 0.006060606
## [145] 0.001694915 0.006944444 0.002531646 0.085714286 0.001818182 0.003214696
## [151] 0.011529933 0.001360544 0.007894737 0.024561404 0.000308642 0.000833333
## [157] 0.001098901 0.012121212 0.005952381 0.013675214 0.061538462 0.015686275
## [163] 0.000563380 0.024242424 0.000668896 0.005660377 0.064285714 0.000980392
## [169] 0.004489796 0.010256410 0.007258065 0.003205128 0.016216216 0.016326531
## [175] 0.002272727 0.021052632 0.016000000 0.010869565 0.002941176 0.000892857
## [181] 0.003478261 0.010909091 0.037500000 0.019354839 0.006315789 0.006818182
## [187] 0.003361345 0.003125000 0.001030928 0.011965812 0.004848485 0.021621622
## [193] 0.007967033 0.006470588 0.008928571 0.029629630 0.001333333 0.007843137
## [199] 0.001190476 0.019393939 0.083333333 0.003301887 0.036842105 0.031578947
## [205] 0.006153846 0.002564103 0.017647059 0.019444444 0.003389831 0.000751880
## [211] 0.036000000 0.003070175 0.007272727 0.027586207 0.001562500 0.031818182
## [217] 0.002985075 0.045833333 0.146666667 0.006334842 0.120000000 0.026388889
## [223] 0.012698413 0.003773585 0.001315789 0.161904762 0.004117063 0.013008130
## [229] 0.009032258 0.000374532 0.001724138 0.018055556 0.005172414 0.001550388
## [235] 0.020689655 0.021276596 0.002699055 0.014634146 0.002930403 0.001230769
## [241] 0.000297619 0.038596491 0.002898551 0.004878049 0.000123762 0.001379310
## [247] 0.002636535 0.042857143 0.032258065 0.034782609 0.060000000 0.009850746
## [253] 0.015995116 0.010810811 0.014141414 0.069230769 0.007777778 0.008087680
## [259] 0.014009662 0.023809524 0.046153846 0.004242424 0.000555556 0.011461988
## [265] 0.001780415 0.012727273 0.031111111 0.140000000 0.001754386 0.047058824
## [271] 0.007017544 0.014184397 0.010989011 0.012280702 0.008888889 0.008943089
## [277] 0.002000000 0.011714286 0.005310734 0.001142857 0.071428571 0.002222222
## [283] 0.004123711 0.002040816 0.155555556 0.011512297 0.009172260 0.008357771
## [289] 0.003636364 0.006097561 0.005500000 0.015000000 0.011827957 0.072108844
## [295] 0.018604651 0.062500000 0.070588235 0.005816216 0.013580247 0.004909561
## [301] 0.018787879 0.003954802 0.006306306 0.020132610 0.012820513 0.009259259
## [307] 0.012878788 0.000256410 0.003188406 0.012433862 0.028065242 0.131250000
## [313] 0.008823529 0.021428571 0.164285714 0.042145594 0.006976744 0.009183673
## [319] 0.026470588 0.007377049 0.026502732 0.088888889 0.063636364 0.019230769
## [325] 0.024000000 0.012765957 0.160000000 0.027777778 0.001408451 0.000925926
## [331] 0.001041667 0.014642857 0.022988506 0.049481481 0.022641509 0.005547653
## [337] 0.009615385 0.026260504 0.021138211 0.003200000 0.035294118 0.002777778
## [343] 0.006369427 0.005617978 0.018333333 0.002812500 0.014705882 0.026086957
## [349] 0.027272727 0.042105263 0.030434783 0.014367816 0.053968254 0.037037037
## [355] 0.008510638 0.053333333 0.115384615 0.006578947 0.001687764 0.004651163
## [361] 0.009950249 0.142857143 0.001212121 0.011320755 0.007600000 0.093333333
## [367] 0.019607843 0.032894737 0.007332941 0.001699507 0.001470588 0.000033500
## [373] 0.021764706 0.019308469 0.021288515 0.010434783 0.023255814 0.004285714
## [379] 0.004263566 0.018518519 0.007660455 0.029411765 0.003747073 0.114285714
## [385] 0.003093259 0.010975610 0.013827160 0.001851852 0.086956522 0.024871795
## [391] 0.014750000 0.004310345 0.034375000 0.028205128 0.018070818 0.006349206
## [397] 0.078947368 0.042592593 0.000952381 0.122222222 0.024747475 0.021938776
## [403] 0.021162791 0.019512195 0.016571429 0.054545455 0.022727273 0.037894737
## [409] 0.111111111 0.014743590 0.001904762 0.011403509 0.005346832 0.001726619
## [415] 0.005696203 0.017543860 0.001111111 0.004687500 0.010958904 0.012000000
## [421] 0.018018018 0.003157895 0.006766917 0.001169591 0.004807692 0.004109589
## [427] 0.015151515 0.056000000 0.002884615 0.051388889 0.084210526 0.020138889
## [433] 0.001086957 0.068571429 0.001439737 0.001739130 0.006410256 0.047619048
## [439] 0.047479439 0.037878788 0.002509267 0.002688695 0.105263158 0.032000000
## [445] 0.002657807 0.001282051 0.008070175 0.044000000 0.030555556 0.001605136
## [451] 0.020588235 0.021739130 0.051190476 0.001149425 0.003069054 0.032432432
## [457] 0.003225806 0.087500000 0.017283951 0.009756098 0.015833333 0.183333333
## [463] 0.004511278 0.009340659 0.004918033 0.014193548 0.017761848 0.008878505
## [469] 0.025147059 0.042553191 0.043750000 0.002692308 0.024074074 0.004819277
## [475] 0.013953488 0.004861111 0.018258179 0.005420054 0.004301075 0.000766284
## [481] 0.005479452 0.013725490 0.000757576 0.048888889 0.021112782 0.011149826
## [487] 0.002528736 0.003418803 0.015909091 0.017500000 0.066459627 0.010714286
## [493] 0.010119048 0.018392857 0.038654646 0.007526882 0.003278689 0.020476190
## [499] 0.005474453 0.008474576 0.004938272 0.015517241 0.008196721 0.004888889
## [505] 0.039215686 0.013144750 0.028947368 0.005309735 0.001917808 0.007547170
## [511] 0.008064516 0.036250000 0.166666667 0.002173913 0.013593814 0.044736842
## [517] 0.005208333 0.021348315 0.075675676 0.016190476 0.010752688 0.018840580
## [523] 0.041843972 0.014666667 0.001736111 0.012205270 0.012345679 0.001034483
## [529] 0.001886792 0.009375000 0.007909605 0.007291667 0.042528736 0.002515091
## [535] 0.017857143 0.072727273 0.001226310 0.035000000 0.011555556 0.001923077
## [541] 0.036781609 0.074074074 0.023794872 0.038888889 0.004098361 0.039495923
## [547] 0.125000000 0.041176471 0.023214286 0.005970149 0.092857143 0.025806452
## [553] 0.092592593 0.053571429 0.006779661 0.019090909 0.034920635 0.020075188
## [559] 0.010606061 0.017204301 0.000877193 0.090476190 0.009433962 0.009740260
## [565] 0.000070900 0.052380952 0.003108808 0.017391304 0.039285714 0.004113924
## [571] 0.016923077 0.021951220 0.006837607 0.045356473 0.015476190 0.015577078
## [577] 0.004316547 0.008163265 0.032738095 0.014942529 0.012206573 0.010447761
## [583] 0.038709677 0.004890511 0.045238095 0.010009921 0.029166667 0.005102041
## [589] 0.009758454 0.001785714 0.000628931 0.023931624 0.013750000 0.003921569
## [595] 0.010344828 0.015172414 0.047777778 0.017721519 0.046969697 0.004313725
## [601] 0.003750000 0.005154639 0.065384615 0.005084746 0.003065134 0.012874780
## [607] 0.002702703 0.008571429 0.013043478 0.025333333 0.056666667 0.010917582
## [613] 0.013541667 0.000537634 0.004662005 0.028985507 0.006172840 0.017156863
## [619] 0.008771930 0.001587302 0.009677419 0.176923077 0.017021277 0.006280193
## [625] 0.005072464 0.005866667 0.021333333 0.001937543 0.011742424 0.017460317
## [631] 0.002883379 0.015331010 0.009589041 0.020408163 0.048000000 0.012222222
## [637] 0.018918919 0.005769231 0.011904762 0.002608696 0.011259259 0.026923077
## [643] 0.002409639 0.006343284 0.005142857 0.073529412 0.013157895 0.003083900
## [649] 0.007667474 0.010388889 0.007795699 0.068421053 0.060655738 0.011214953
## [655] 0.000975610 0.001494396 0.003519062 0.045977011 0.018857143 0.031250000
## [661] 0.013207547 0.011475410 0.027407407 0.016438356 0.018346253 0.018000000
## [667] 0.003252033 0.000645161 0.000287356 0.049318182 0.019934641 0.007592593
## [673] 0.000217391 0.001156069 0.017241379 0.082352941 0.006333333 0.025423729
## [679] 0.002325581 0.017088608 0.077419355 0.087356322 0.001850220 0.000170068
## [685] 0.014423077 0.005747126 0.000585938 0.066226415 0.026728111 0.001092896
## [691] 0.007402653 0.005853659 0.006500000 0.003956044 0.018666667 0.024615385
## [697] 0.081250000 0.015757576 0.017730496 0.040740741 0.035380117 0.032142857
## [703] 0.013821990 0.011458333 0.046296296 0.048333333 0.004692308 0.058620690
## [709] 0.000531915 0.005454545 0.030107527 0.029268293 0.017187500 0.029901961
## [715] 0.014414414 0.002247191 0.012525010 0.009230769 0.003939056 0.090000000
## [721] 0.005925926 0.009444444 0.026562500 0.036601307 0.002614379 0.010144928
## [727] 0.009406495 0.043333333 0.014875647 0.001538462 0.013711002 0.002463054
## [733] 0.047222222 0.002083333 0.011627907 0.002816901 0.023000000 0.021875000
## [739] 0.014957265 0.009302326 0.003874092 0.031481481 0.033469388 0.003409091
## [745] 0.011538462 0.027619048 0.056250000 0.020202020 0.018137255 0.031944444
## [751] 0.016734694 0.016901408 0.076923077 0.000847458 0.000571429 0.015277778
## [757] 0.005357143 0.004851285 0.039766082 0.009237379 0.035555556 0.018032787
## [763] 0.000675676 0.027659574 0.002252252 0.040096618 0.016842105 0.015104167
## [769] 0.015772358 0.011363636 0.014000000 0.009876543 0.008954009 0.000781250
## [775] 0.007028112 0.004597701 0.017506494 0.013114754 0.011494253 0.007972028
## [781] 0.042083333 0.005607477 0.007189542 0.016117216 0.104166667 0.001363636
## [787] 0.028169014 0.000653595 0.006570513 0.021142857 0.007207207 0.091666667
## [793] 0.025510204 0.002645503 0.039705882 0.059523810 0.000684932 0.012077922
## [799] 0.014979592 0.010666667 0.016091954 0.018627451 0.000641026 0.001075269
## [805] 0.016825397 0.007751938 0.020411523 0.019711538 0.018642295 0.002755906
## [811] 0.021212121 0.022541254 0.061111111 0.026315789 0.009459459 0.005681818
## [817] 0.008889185 0.003477744 0.013471503 0.035087719 0.036206897 0.045307443
## [823] 0.034492302 0.019666667 0.002127660 0.053355457 0.013731061 0.037373737
## [829] 0.002539683 0.025170765 0.047818740 0.015359477 0.015533981 0.027160494
## [835] 0.025952381 0.019496855 0.034126984 0.032236842 0.009722222 0.020930233
## [841] 0.032304527 0.180000000 0.001515152 0.034545455 0.012661499 0.007228916
## [847] 0.014473684 0.109090909 0.031770833 0.050909091 0.001607717 0.040909091
## [853] 0.003603604 0.018279570 0.013620072 0.002500000 0.001869159 0.000169693
## [859] 0.028594771 0.016949153 0.007738095 0.010109290 0.003588626 0.019200000
## [865] 0.022685185 0.026634769 0.008527132 0.046212121 0.004365079 0.004040404
## [871] 0.004155844 0.012549679 0.021367521 0.059090909 0.051851852 0.000027300
## [877] 0.074137931 0.005980066 0.074418605 0.013526570 0.006722689 0.045000000
## [883] 0.079279279 0.046666667 0.017486109 0.018814433 0.042666667 0.008108108
## [889] 0.022666667 0.032877299 0.007446809 0.002821317 0.004571429 0.001176471
## [895] 0.034693878 0.027380952 0.003614458 0.060416667 0.017699115 0.000888889
## [901] 0.121621622 0.015510204 0.011455734 0.010833333 0.053205128 0.000323719
## [907] 0.015327635 0.007317073 0.001307190 0.015444370 0.057801418 0.032051282
## [913] 0.002554278 0.004356436 0.026075269 0.010209424 0.112500000 0.005533063
## [919] 0.017126437 0.004804805 0.006716418 0.007619048 0.002739726 0.002380952
## [925] 0.004210526 0.002959159 0.006557377 0.004512398 0.127272727 0.007903295
## [931] 0.039000000 0.052252252 0.018048780 0.006140351 0.001709402 0.032611502
## [937] 0.032098765 0.068518519 0.084615385 0.005230769 0.029946524 0.002671513
## [943] 0.013402778 0.010416667 0.015773810 0.017948718 0.002181818 0.015762274
## [949] 0.012800000 0.002520046 0.002431163 0.010687023 0.008247423 0.027118644
## [955] 0.056140351 0.004269006 0.002090592 0.028048780 0.019799499 0.019259259
## [961] 0.052564103 0.015238095 0.027027027 0.027053140 0.032954545 0.004273504
## [967] 0.007936508 0.062222222 0.012735849 0.007264957 0.031060606 0.008611111
## [973] 0.013661202 0.000724638 0.013882353 0.041945289 0.011351351 0.012244898
## [979] 0.058333333 0.006631763 0.003592814 0.003138528 0.003191489 0.031313131
## [985] 0.016352201 0.000352113 0.002597403 0.027526132 0.001909722 0.101149425
## [991] 0.052941176 0.003044140 0.008080808 0.009853301 0.011252599 0.010317460
## [997] 0.068292683 0.004421769 0.000226757 0.022580645 0.035370370 0.062745098
## [1003] 0.012852234 0.008914729 0.058928571 0.090909091 0.002339181 0.007007576
## [1009] 0.008421053 0.014035088 0.018556202 0.000934579 0.002291667 0.014102564
## [1015] 0.008620690 0.000038300 0.008636364 0.015609756 0.017351104 0.008800000
## [1021] 0.036507937 0.024722222 0.015492958 0.070833333 0.015456989 0.043181818
## [1027] 0.009803922 0.010055755 0.005666667 0.002722772 0.023333333 0.015178571
## [1033] 0.019362745 0.014074074 0.015839126 0.014682540 0.001532567 0.023134328
## [1039] 0.012068966 0.006122449 0.008552632 0.007631579 0.039047619 0.011818182
## [1045] 0.023611111 0.054285714 0.001025641 0.011084337 0.016417910 0.072222222
## [1051] 0.074774775 0.005563910 0.010101010 0.003575419 0.000276040 0.024324324
## [1057] 0.036936937 0.002453988 0.006593407 0.000714286 0.009289968 0.000830955
## [1063] 0.003111111 0.048148148 0.024937343 0.010232558 0.009105691 0.011392405
## [1069] 0.041463415 0.011250000 0.044047619 0.061904762 0.017534722 0.009803094
## [1075] 0.058823529 0.009009009 0.000696864 0.020952381 0.000902151 0.013768116
## [1081] 0.003140097 0.025906525 0.002892562 0.014166667 0.001891253 0.039473684
## [1087] 0.029570957 0.000694444 0.026984127 0.041333333 0.012378641 0.019139785
## [1093] 0.011842105 0.022153846 0.006024096 0.013829787 0.055172414 0.005615082
## [1099] 0.019973545 0.031506849 0.020689931 0.006425703 0.013235294 0.000391389
## [1105] 0.010365854 0.015227273 0.010204082 0.012558140 0.055000000 0.018974359
## [1111] 0.046913580 0.004494382 0.164230769 0.006857143 0.020833333 0.056060606
## [1117] 0.022076923 0.009345794 0.005698006 0.005177873 0.069565217 0.034482759
## [1123] 0.005345912 0.001459854 0.004266667 0.001773050 0.051797386 0.006213018
## [1129] 0.020754717 0.010270270 0.042222222 0.006342495 0.006756757 0.015758703
## [1135] 0.060925926 0.059649123 0.024223602 0.012239583 0.030612245 0.007435897
## [1141] 0.005050505 0.001204819 0.005995204 0.000340136 0.057870370 0.002259887
## [1147] 0.005664488 0.012549020 0.002556818 0.001811594 0.001265823 0.033000000
## [1153] 0.032478632 0.033789954 0.009900332 0.015067698 0.000209249 0.000039400
## [1159] 0.018785882 0.110000000 0.040350877 0.001495726 0.061494253 0.023846154
## [1165] 0.003314917 0.003604845 0.003370787 0.021929825 0.012666667 0.000425406
## [1171] 0.080837790 0.037525773 0.138461538 0.023456790 0.009782609 0.000432900
## [1177] 0.107692308 0.059064327 0.024509804 0.003013699 0.010476190 0.014150943
## [1183] 0.011276738 0.007286432 0.021980198 0.005092593 0.014137484 0.025287356
## [1189] 0.024119241 0.065000000 0.025581395 0.013095238 0.008593750 0.019565217
## [1195] 0.090322581 0.015630252 0.038157895 0.030952381 0.003101093 0.004022989
## [1201] 0.004901961 0.004731183 0.005390836 0.006113821 0.001449275 0.000764406
## [1207] 0.008732394 0.036538462 0.008904110 0.009500000 0.005046115 0.110714286
## [1213] 0.005633803 0.009817814 0.039130435 0.003649635 0.000423729 0.017567568
## [1219] 0.003958333 0.008843537 0.029696970 0.004195804 0.000183655 0.015196078
## [1225] 0.125925926 0.010793651 0.028733963 0.003424658 0.015646259 0.000080800
## [1231] 0.020767196 0.003409759 0.007699443 0.006456456 0.029032258 0.025925926
## [1237] 0.025595238 0.008219178 0.011866969 0.005200000 0.001927438 0.015873016
## [1243] 0.002580645 0.016945141 0.005194805 0.010654414 0.002837838 0.006025974
## [1249] 0.011520436 0.004859086 0.011940299 0.009614512 0.006314433 0.000617284
## [1255] 0.002099380 0.008758782 0.001273885 0.004411765 0.004373522 0.024205128
## [1261] 0.002878526 0.005042017 0.007543860 0.000793651 0.004615385 0.002514286
## [1267] 0.001387656 0.009039548 0.001428571 0.018732493 0.003012048 0.001713207
## [1273] 0.004464286 0.001250000 0.005426357 0.000387597 0.001949318 0.095833333
## [1279] 0.019298246 0.005517241 0.020430108 0.005670471 0.034951923 0.008680556
## [1285] 0.012190476 0.002142857 0.002571429 0.005343511 0.001183432 0.011806061
## [1291] 0.012700000 0.007561930 0.007701238 0.008450704 0.018421053 0.005629630
## [1297] 0.008461538 0.002298851 0.011728395 0.001242236 0.002352941 0.004021164
## [1303] 0.024652778 0.002073171 0.027459219 0.002619048 0.014516129 0.007309999
## [1309] 0.003082192 0.016315049 0.004487179 0.056410256 0.013978495 0.000977199
## [1315] 0.007496464 0.016071429 0.030588235 0.009629630 0.002393617 0.003809524
## [1321] 0.004680851 0.005228758 0.008959436 0.022000000 0.027222222 0.013285024
## [1327] 0.011608301 0.001168385 0.001612903 0.007792208 0.036904762 0.012926829
## [1333] 0.073376623 0.004385217 0.009617486 0.002457143 0.001374570 0.022621723
## [1339] 0.005998168 0.012098765 0.007123288 0.008670520 0.032248521 0.004556930
## [1345] 0.003760684 0.005268892 0.003294118 0.003765060 0.019767442 0.007542901
## [1351] 0.007586207 0.009808489 0.041269841 0.017014925 0.008955224 0.003928571
## [1357] 0.027642276 0.026111111 0.007213930 0.006408856 0.005701754 0.007670851
## [1363] 0.002684564 0.003964723 0.002623688 0.006000000 0.002749141 0.006774194
## [1369] 0.001626016 0.007143733 0.013684211 0.005645161 0.000595238 0.000259740
## [1375] 0.012295082 0.011219512 0.019379845 0.007083333 0.028910577 0.010550214
## [1381] 0.005342081 0.011664747 0.010425240 0.043851852 0.003037975 0.014613095
## [1387] 0.012004662 0.012544803 0.037333333 0.008939014 0.030158730 0.004176829
## [1393] 0.001257862 0.032183908 0.000840336 0.015662578 0.007231405 0.003458896
## [1399] 0.010295359 0.003617021 0.006959671 0.000275482 0.070000000 0.000072700
## [1405] 0.007719298 0.013968254 0.009985097 0.017172510 0.005315857 0.007516340
## [1411] 0.007646236 0.006547137 0.003896104 0.003888889 0.006906077 0.022887324
## [1417] 0.017687075 0.008962264 0.044166667 0.012471910 0.006967985 0.038927739
## [1423] 0.004038462 0.000156740 0.001094276 0.000754717 0.007422680 0.023849540
## [1429] 0.025531915 0.007518797 0.009993099 0.000199005 0.002553191 0.009530632
## [1435] 0.019984314 0.022549020 0.003734440 0.004924242 0.009364162 0.003883495
## [1441] 0.015813953 0.010185185 0.012125280 0.005932203 0.035497835 0.002111614
## [1447] 0.003947368 0.008536232 0.003723404 0.002654867 0.039463602 0.001162791
## [1453] 0.007633588 0.006081081 0.011897436 0.008004926 0.002962963 0.010112994
## [1459] 0.002419355 0.002401067 0.005073996 0.014393939 0.019242424 0.017777778
## [1465] 0.006479313 0.002020202 0.012254902 0.002678571 0.010632603 0.000238095
## [1471] 0.021311475 0.005409357 0.003477444 0.005228377 0.175000000 0.011666667
## [1477] 0.004678363 0.016281269 0.007198364 0.001680672 0.003000000 0.005581395
## [1483] 0.012195122 0.007126437 0.004318937 0.004054054 0.002551834 0.001396648
## [1489] 0.012452132 0.013432836 0.017486339 0.011594203 0.005165165 0.000655738
## [1495] 0.028955224 0.005767417 0.013000000 0.000342466 0.024623656 0.001081081
## [1501] 0.008321168 0.000568182 0.003933137 0.015819209 0.003436426 0.051282051
## [1507] 0.003850267 0.008873457 0.014830918 0.006174089 0.022857143 0.012738095
## [1513] 0.000775194 0.003381995 0.006103286 0.000444444 0.003165468 0.058550725
## [1519] 0.006293706 0.082142857 0.008732719 0.006289308 0.004395604 0.014155251
## [1525] 0.002316602 0.014132104 0.007452575 0.000795756 0.002406417 0.009251810
## [1531] 0.034722222 0.008383234 0.003555556 0.008445946 0.002790698 0.000216450
## [1537] 0.004528302 0.003260870 0.003731343 0.020370370 0.003449420 0.005921856
## [1543] 0.007395833 0.009047619 0.002459016 0.002322880 0.001010101 0.013513514
## [1549] 0.001973684 0.008767123 0.014038462 0.007179487 0.002641509 0.004207921
## [1555] 0.004787234 0.002769231 0.019555912 0.015892388 0.012037037 0.003797468
## [1561] 0.012987013 0.003312325 0.004361055 0.002968037 0.012365591 0.000866739
## [1567] 0.004419890 0.005434783 0.001290323 0.021862348 0.002063983 0.003529412
## [1573] 0.007348856 0.002138405 0.005401961 0.018285714 0.004030055 0.013761468
## [1579] 0.003914141 0.007520348 0.000080100 0.048181818 0.009312550 0.002988954
## [1585] 0.005504587 0.005755396 0.010856514 0.018823529 0.007042254 0.007766272
## [1591] 0.019819820 0.003105023 0.001318681 0.004871324 0.007876231 0.002296651
## [1597] 0.023570370 0.006079027 0.016969697 0.019191919 0.003787879 0.011548556
## [1603] 0.005833333 0.007070707 0.020289855 0.024358974 0.018412698 0.004032258
## [1609] 0.009565217 0.000269542 0.004093567 0.006106870 0.018571429 0.001492537
## [1615] 0.001849665 0.008181818 0.003454411 0.003658537 0.034873188 0.013131313
## [1621] 0.004824561 0.000533333 0.009684685 0.001600000 0.001234568 0.029761905
## [1627] 0.006527627 0.006697236 0.002682927 0.015454545 0.001013514 0.000943396
## [1633] 0.008844998 0.001746725 0.026523297 0.000189394 0.001941748 0.010731707
## [1639] 0.025133333 0.011481481 0.001834947 0.021937322 0.005847953 0.003163265
## [1645] 0.023015873 0.002873563 0.003993856 0.003151515 0.005063291 0.001136364
## [1651] 0.005612245 0.007092199 0.016853933 0.033846154 0.004531590 0.009195402
## [1657] 0.020454545 0.000081400 0.002201835 0.011515152 0.006633907 0.012945470
## [1663] 0.005075446 0.005373737 0.009401851 0.022278912 0.003562341 0.008042825
## [1669] 0.011911765 0.004181185 0.024738676 0.003307888 0.121428571 0.011229304
## [1675] 0.013120000 0.004790419 0.010353866 0.006940472 0.007118644 0.003863636
## [1681] 0.028354978 0.001685393 0.095454545 0.004026846 0.000420168 0.014385965
## [1687] 0.014197531 0.044827586 0.011507937 0.012285714 0.082500000 0.024347826
## [1693] 0.010320513 0.010601564 0.003164557 0.001858304 0.011898734 0.036885246
## [1699] 0.017042607 0.002721088 0.009142857 0.003601695 0.004137931 0.004778942
## [1705] 0.010967742 0.008018648 0.009836066 0.003543956 0.006439394 0.001652893
## [1711] 0.013846154 0.003043735 0.011678832 0.003647799 0.006036217 0.010978836
## [1717] 0.003900709 0.002923977 0.016612903 0.011000000 0.034259259 0.001673640
## [1723] 0.000968661 0.000075000 0.007594937 0.016929293 0.012231559 0.001052632
## [1729] 0.008313228 0.000176367 0.006737589 0.003472222 0.008408408 0.007494145
## [1735] 0.006617647 0.008175105 0.010769231 0.005424955 0.004320988 0.003403141
## [1741] 0.005025126 0.002420052 0.010560000 0.021153846 0.009770115 0.014920635
## [1747] 0.011463415 0.005574913 0.000472813 0.028253968 0.017741935 0.007355769
## [1753] 0.002950260 0.002758621 0.002747253 0.038478261 0.001989390 0.006577408
## [1759] 0.019780220 0.022902098 0.007906977 0.008311643 0.003046557 0.004316069
## [1765] 0.005367232 0.003094233 0.012900188 0.003821138 0.004767742 0.003003003
## [1771] 0.005185185 0.008325792 0.003113824 0.010964912 0.015094340 0.003645833
## [1777] 0.015540541 0.012643678 0.004883721 0.014692557 0.017123288 0.006494118
## [1783] 0.008403361 0.008498915 0.006045198 0.059259259 0.012088889 0.005110897
## [1789] 0.007569141 0.002944942 0.009489489 0.005531915 0.016447876 0.003594771
## [1795] 0.012612613 0.015018315 0.002616034 0.002472799 0.007911051 0.008697765
## [1801] 0.010851648 0.014062500 0.007783883 0.004512276 0.009389180 0.012794613
## [1807] 0.005666252 0.005442177 0.009681373 0.004481793 0.005957447 0.005983360
## [1813] 0.010771277 0.000223214 0.006586826 0.016480331 0.012382578 0.004629630
## [1819] 0.001396161 0.001951952 0.010485437 0.016129032 0.002118270 0.016774043
## [1825] 0.008759124 0.008045977 0.004703833 0.002376812 0.005161290 0.005649718
## [1831] 0.003582090 0.006521739 0.001138211 0.011805556 0.021978022 0.001905069
## [1837] 0.000729167 0.002212389 0.003960396 0.006458333 0.017073171 0.007159986
## [1843] 0.006893004 0.003655352 0.006458094 0.000500000 0.009895833 0.002513228
## [1849] 0.007552448 0.012307692 0.006741573 0.024162985 0.011054834 0.008398675
## [1855] 0.058181818 0.010192616 0.001574803 0.002990033 0.002680653 0.004830918
## [1861] 0.004931973 0.018431373 0.018367347 0.010087719 0.000687831 0.030848861
## [1867] 0.008396947 0.000865801 0.005412371 0.003827751 0.000869565 0.011148992
##
## $ExitRates
## [1] 0.200000000 0.100000000 0.140000000 0.050000000 0.024561404 0.022222222
## [7] 0.066666667 0.025833333 0.028571429 0.016312636 0.007692308 0.010000000
## [13] 0.008333333 0.033333333 0.040000000 0.009523810 0.050821256 0.025000000
## [19] 0.080000000 0.020352564 0.056250000 0.071428571 0.001794872 0.006666667
## [25] 0.006060606 0.057142857 0.133333333 0.003636364 0.026111111 0.075000000
## [31] 0.014736467 0.046568627 0.016666667 0.120833333 0.019666667 0.007142857
## [37] 0.012643678 0.015013034 0.007407407 0.052500000 0.012500000 0.014492754
## [43] 0.020000000 0.058333333 0.085714286 0.023809524 0.007894737 0.011764706
## [49] 0.015384615 0.025925926 0.080952381 0.031666667 0.008947368 0.026984127
## [55] 0.013510250 0.017647059 0.150000000 0.074074074 0.017918470 0.024000000
## [61] 0.035483871 0.005555556 0.012962963 0.027272727 0.111111111 0.034375000
## [67] 0.119523810 0.040740741 0.007547170 0.166666667 0.011111111 0.018518519
## [73] 0.046296296 0.018039216 0.011851852 0.009090909 0.030357143 0.028166667
## [79] 0.026315789 0.026666667 0.049930810 0.018840580 0.040606061 0.012463768
## [85] 0.011594203 0.063636364 0.014500000 0.019166667 0.008602151 0.014285714
## [91] 0.047002635 0.012764202 0.027248677 0.006339869 0.013509414 0.020708874
## [97] 0.016727891 0.096000000 0.057662338 0.010173465 0.005797101 0.061406250
## [103] 0.001666667 0.001724138 0.004000000 0.004166667 0.088888889 0.005263158
## [109] 0.043750000 0.037500000 0.049523810 0.042857143 0.013333333 0.120000000
## [115] 0.009150327 0.006578947 0.021052632 0.020666667 0.014666667 0.019230769
## [121] 0.044210526 0.014081633 0.010600255 0.032225685 0.036550087 0.031818182
## [127] 0.046470588 0.030833333 0.019354839 0.041025641 0.048148148 0.018052760
## [133] 0.015201207 0.022253906 0.025666667 0.010370370 0.033862434 0.018709677
## [139] 0.003329865 0.011666667 0.033846154 0.053571429 0.004545455 0.039583333
## [145] 0.026186255 0.044444444 0.038095238 0.024761905 0.007722385 0.022643039
## [151] 0.037476190 0.022424242 0.031907308 0.002272727 0.044761905 0.025555556
## [157] 0.016000000 0.028965517 0.110000000 0.014814815 0.008681765 0.009696970
## [163] 0.038373016 0.016410256 0.000175593 0.003571429 0.002222222 0.023611111
## [169] 0.009213675 0.017324561 0.019047619 0.011904762 0.005057471 0.125000000
## [175] 0.037333333 0.008000000 0.021367521 0.009876543 0.006250000 0.004371585
## [181] 0.003333333 0.028030303 0.047905093 0.053846154 0.009438427 0.030452675
## [187] 0.027742165 0.029431012 0.010588235 0.033504762 0.034933333 0.014000000
## [193] 0.020655014 0.061688312 0.035000000 0.019797366 0.029870130 0.051562500
## [199] 0.006501458 0.020644542 0.013342491 0.008695652 0.020449173 0.014259259
## [205] 0.016250000 0.008108108 0.010526316 0.001709402 0.019540230 0.017543860
## [211] 0.018918919 0.055555556 0.007285123 0.003846154 0.040444444 0.018181818
## [217] 0.002903226 0.037894737 0.046153846 0.037765568 0.019314286 0.053333333
## [223] 0.036507937 0.036000000 0.006451613 0.055000000 0.059846154 0.046666667
## [229] 0.039247312 0.116666667 0.035897436 0.021666667 0.008510638 0.019871795
## [235] 0.032380952 0.047105263 0.034848485 0.076923077 0.035714286 0.040476190
## [241] 0.090000000 0.070000000 0.014008551 0.017259740 0.010493827 0.038461538
## [247] 0.013793103 0.047348485 0.007425380 0.020602653 0.003174603 0.014705882
## [253] 0.013043478 0.036410256 0.058577534 0.021212121 0.072222222 0.014634146
## [259] 0.045833333 0.001190476 0.018965517 0.003703704 0.014035088 0.023983740
## [265] 0.039924242 0.017153855 0.072727273 0.054545455 0.016500000 0.003500000
## [271] 0.022500000 0.031250000 0.004308390 0.027174712 0.053273810 0.002380952
## [277] 0.007051282 0.023619048 0.041176471 0.030952381 0.020233586 0.035397453
## [283] 0.056666667 0.081818182 0.009683372 0.007618770 0.001137980 0.033262108
## [289] 0.010737154 0.014903846 0.009543860 0.002343750 0.015333333 0.018750000
## [295] 0.004444444 0.023529412 0.029687500 0.027586207 0.011616162 0.047619048
## [301] 0.031196581 0.032271242 0.008888889 0.026479076 0.043589744 0.015227273
## [307] 0.007012195 0.004812274 0.045416667 0.023703704 0.014141414 0.043075335
## [313] 0.029166667 0.010434783 0.012222222 0.030000000 0.080392157 0.010666667
## [319] 0.007923497 0.005951036 0.037222222 0.026757370 0.051923077 0.011774152
## [325] 0.025333333 0.002185792 0.018834175 0.010974434 0.023913043 0.020707071
## [331] 0.016289934 0.002976190 0.128571429 0.023666667 0.034285714 0.017493734
## [337] 0.021875000 0.021739130 0.007777778 0.009285714 0.007723577 0.019393939
## [343] 0.002666667 0.014766169 0.033252033 0.000956938 0.015625000 0.083333333
## [349] 0.017428305 0.023245614 0.018487395 0.036842105 0.026591844 0.021794872
## [355] 0.011578947 0.031372549 0.005345441 0.016433566 0.014545455 0.004916136
## [361] 0.039104938 0.030769231 0.016037881 0.020689655 0.003448276 0.016892552
## [367] 0.092307692 0.010142857 0.053125000 0.049411765 0.017396907 0.053030303
## [373] 0.006998399 0.005357143 0.021383648 0.005072464 0.034462810 0.022984749
## [379] 0.021250000 0.020833333 0.012765306 0.010810811 0.007207207 0.023076923
## [385] 0.005882353 0.036923077 0.010344828 0.051111111 0.015989583 0.027083333
## [391] 0.031029186 0.018226601 0.008771930 0.018866213 0.038222222 0.018233487
## [397] 0.005714286 0.020322581 0.023933659 0.002462121 0.015811966 0.004390244
## [403] 0.007309582 0.031531532 0.032653061 0.048484848 0.017954545 0.005055944
## [409] 0.005000000 0.012577640 0.032000000 0.014565217 0.065000000 0.009142857
## [415] 0.013663064 0.017307692 0.033208874 0.002721088 0.020661157 0.005217391
## [421] 0.027138047 0.062500000 0.042741935 0.003508772 0.041666667 0.015196078
## [427] 0.026388889 0.011458333 0.010971006 0.004761905 0.030125313 0.018519814
## [433] 0.060000000 0.027205882 0.011468360 0.014499164 0.012742857 0.031538462
## [439] 0.085185185 0.003917526 0.009259259 0.017802198 0.009552239 0.021538462
## [445] 0.010156250 0.026089744 0.026652893 0.003913043 0.020512821 0.048648649
## [451] 0.036666667 0.011147186 0.019990486 0.018141923 0.028151261 0.018154762
## [457] 0.043055556 0.001041667 0.000800000 0.009358814 0.055026455 0.024242424
## [463] 0.010416667 0.021839080 0.007891429 0.018300654 0.022972973 0.010997732
## [469] 0.016913580 0.025282904 0.014414414 0.033777778 0.020289855 0.095000000
## [475] 0.013104972 0.014583333 0.006127451 0.007111111 0.031944444 0.036957672
## [481] 0.048245614 0.007213115 0.044615385 0.047222222 0.020175439 0.020161290
## [487] 0.048235294 0.029761905 0.001587302 0.004395604 0.009135204 0.007792208
## [493] 0.052631579 0.021269841 0.022794118 0.032142857 0.006896552 0.007000000
## [499] 0.015873016 0.032222222 0.014802260 0.013061325 0.011428571 0.029285714
## [505] 0.023099415 0.095238095 0.012843137 0.005454545 0.035862069 0.007843137
## [511] 0.004651163 0.002083333 0.016544567 0.029795821 0.025378788 0.012261867
## [517] 0.011515152 0.018000000 0.122222222 0.019531250 0.068181818 0.002051282
## [523] 0.015416667 0.013461538 0.006878307 0.039753086 0.035416667 0.049509804
## [529] 0.026190476 0.039682540 0.013636364 0.005405405 0.044351348 0.011923715
## [535] 0.186666667 0.023889556 0.002293202 0.160000000 0.059722222 0.025438596
## [541] 0.012878788 0.015000000 0.061818182 0.096298701 0.005279668 0.024358974
## [547] 0.018817204 0.010215054 0.034959350 0.030266123 0.027575758 0.013782051
## [553] 0.014393939 0.025133361 0.008907697 0.006857143 0.011538462 0.009972955
## [559] 0.046984127 0.003801170 0.010673235 0.008492896 0.011041667 0.012612613
## [565] 0.003921569 0.030128205 0.035507246 0.014693878 0.114285714 0.009615385
## [571] 0.058571429 0.010513320 0.041140351 0.049312469 0.008928571 0.018148931
## [577] 0.014436090 0.045714286 0.022000000 0.003875969 0.042528736 0.028070175
## [583] 0.065333333 0.015942029 0.001242236 0.039007092 0.043333333 0.010160428
## [589] 0.006628788 0.012820513 0.020349845 0.076190476 0.007847222 0.015338753
## [595] 0.020967742 0.010714286 0.023333333 0.007709751 0.022304507 0.015153664
## [601] 0.010784314 0.021080839 0.011330049 0.142857143 0.067972350 0.013800705
## [607] 0.005319149 0.020450450 0.024843206 0.010912698 0.016428571 0.056282051
## [613] 0.031007752 0.002500000 0.015476190 0.005128205 0.035294118 0.045098039
## [619] 0.021969697 0.029629630 0.010256410 0.034615385 0.009090177 0.020139373
## [625] 0.003225806 0.015909091 0.029004329 0.006138614 0.012980564 0.032063492
## [631] 0.024545455 0.077777778 0.014311471 0.024266667 0.001058201 0.002493853
## [637] 0.008959900 0.059523810 0.024274100 0.015097222 0.045614035 0.055591398
## [643] 0.005090909 0.017422643 0.069565217 0.011753515 0.024074074 0.013513514
## [649] 0.014086022 0.001346801 0.027915633 0.008095238 0.017391304 0.031515152
## [655] 0.019931973 0.039110006 0.000586510 0.025541275 0.011019900 0.038738739
## [661] 0.044155844 0.003517665 0.004813218 0.032413793 0.046428571 0.002985075
## [667] 0.036363636 0.001960784 0.013000000 0.041975309 0.005333333 0.002469136
## [673] 0.019615385 0.031578947 0.020270270 0.030612245 0.001754386 0.031481481
## [679] 0.028282828 0.009195402 0.061538462 0.006779661 0.002631579 0.016248380
## [685] 0.017760943 0.026000000 0.093750000 0.008148148 0.023222222 0.017460317
## [691] 0.102564103 0.012916667 0.021186441 0.017877551 0.061111111 0.017066636
## [697] 0.006818182 0.010389610 0.026580162 0.015030864 0.034761905 0.017777778
## [703] 0.005853659 0.007575758 0.017724868 0.002777778 0.019210526 0.017241379
## [709] 0.061904762 0.007230392 0.010451977 0.041915584 0.019282953 0.030876623
## [715] 0.018666667 0.023502304 0.028000000 0.004594595 0.034403292 0.004013317
## [721] 0.043712341 0.027058824 0.009375000 0.027160494 0.026428571 0.021511104
## [727] 0.023423423 0.031111111 0.039251601 0.010365854 0.010905045 0.005158730
## [733] 0.065189145 0.047107438 0.054166667 0.012941176 0.012000000 0.007603276
## [739] 0.020767196 0.005367521 0.037464387 0.146666667 0.021974359 0.003461538
## [745] 0.041333333 0.037575758 0.009722222 0.026562500 0.005788982 0.001086957
## [751] 0.018030303 0.064444444 0.015277778 0.029142857 0.028205128 0.029047619
## [757] 0.021924603 0.060714286 0.012857143 0.023772222 0.022105263 0.010563841
## [763] 0.087500000 0.032456140 0.062745098 0.012121212 0.013440860 0.007986111
## [769] 0.011565934 0.017361111 0.037681159 0.021568627 0.022556391 0.018888889
## [775] 0.029684228 0.027777778 0.018485839 0.031501832 0.015614035 0.016447330
## [781] 0.015555556 0.091666667 0.089285714 0.006734694 0.012301587 0.024837398
## [787] 0.010251724 0.007551020 0.006589147 0.030662021 0.005970149 0.007239057
## [793] 0.012179487 0.027362361 0.013192815 0.001799477 0.015740741 0.112500000
## [799] 0.105000000 0.017977208 0.011505376 0.162500000 0.002159624 0.005636724
## [805] 0.016129032 0.073333333 0.028125000 0.020784314 0.001449275 0.015307716
## [811] 0.024719927 0.012319347 0.025641026 0.064705882 0.177777778 0.039305682
## [817] 0.002564103 0.021089500 0.023321256 0.033973374 0.042307692 0.030701754
## [823] 0.079487179 0.024390244 0.040415616 0.041810345 0.032432432 0.022549020
## [829] 0.073076923 0.017058824 0.019892473 0.025289256 0.123412698 0.004081633
## [835] 0.034101382 0.086507937 0.018571429 0.155555556 0.003076923 0.023000000
## [841] 0.046203704 0.004054054 0.028907563 0.013571429 0.056000000 0.009228841
## [847] 0.095098039 0.000826446 0.043499683 0.058730159 0.020440917 0.070833333
## [853] 0.015030530 0.020887890 0.088271605 0.023939394 0.014481293 0.020370370
## [859] 0.002439024 0.025900901 0.010418719 0.030151515 0.038438438 0.046439700
## [865] 0.028333333 0.003440860 0.017369338 0.021245421 0.036759259 0.017167920
## [871] 0.015711501 0.039015152 0.001481481 0.042424242 0.075208333 0.048333333
## [877] 0.009196581 0.018007866 0.023856765 0.014736842 0.006153846 0.016751935
## [883] 0.036927442 0.002941176 0.168750000 0.014219114 0.029027611 0.026472431
## [889] 0.030666667 0.014387171 0.173809524 0.066781609 0.035271318 0.014160401
## [895] 0.014873664 0.027450980 0.017829457 0.044827586 0.011240310 0.029444444
## [901] 0.075238095 0.007500000 0.027333333 0.015262515 0.059803922 0.025357143
## [907] 0.019090804 0.028759666 0.021428571 0.055331772 0.014367816 0.109090909
## [913] 0.025596405 0.026231884 0.048125000 0.022666667 0.012937063 0.010111111
## [919] 0.017195767 0.010476190 0.055119048 0.020634921 0.023404255 0.173333333
## [925] 0.024814815 0.054666667 0.020277778 0.020580808 0.023003663 0.003553372
## [931] 0.009652076 0.019583333 0.051960784 0.034671498 0.023447941 0.065517241
## [937] 0.058370370 0.036298293 0.006061121 0.019541890 0.011083789 0.050212934
## [943] 0.051219512 0.049122807 0.019189510 0.045000000 0.016111111 0.070588235
## [949] 0.035515873 0.038888889 0.025806452 0.002597403 0.011877551 0.022857143
## [955] 0.040211640 0.013305319 0.016494134 0.015248796 0.016993464 0.003389831
## [961] 0.002857143 0.024900794 0.021194084 0.021354167 0.008227848 0.040277778
## [967] 0.012821256 0.053431373 0.045217391 0.051818182 0.035648148 0.068571429
## [973] 0.059420290 0.016601512 0.017105263 0.056349206 0.043518519 0.014967916
## [979] 0.125641026 0.017192982 0.026893939 0.010776613 0.042965368 0.026923077
## [985] 0.051754386 0.056052632 0.024531190 0.157142857 0.006277056 0.021069182
## [991] 0.025933333 0.028214286 0.126666667 0.025789474 0.037593985 0.031060606
## [997] 0.043137255 0.021296296 0.044423559 0.027963219 0.023761905 0.012414872
## [1003] 0.106666667 0.079166667 0.011288515 0.002197802 0.017708333 0.032912458
## [1009] 0.040229885 0.025194363 0.019819820 0.014896228 0.034444444 0.074369748
## [1015] 0.047477294 0.048611111 0.012345679 0.021754386 0.041498896 0.022727273
## [1021] 0.013015873 0.051785714 0.020804598 0.003273810 0.019553530 0.032558140
## [1027] 0.007428571 0.010939177 0.040800000 0.037037037 0.045267490 0.012253894
## [1033] 0.008451124 0.041269841 0.036793698 0.050933333 0.019191919 0.029430894
## [1039] 0.018387097 0.030158730 0.045454545 0.082692308 0.009574468 0.017016807
## [1045] 0.032020784 0.015897436 0.015888889 0.008161036 0.024444444 0.092753623
## [1051] 0.175000000 0.028828829 0.078269231 0.028421053 0.026819923 0.020429089
## [1057] 0.017471264 0.072115385 0.016049383 0.038562092 0.093333333 0.064880952
## [1063] 0.025750000 0.069696970 0.024137931 0.073412698 0.008587569 0.043950617
## [1069] 0.052941176 0.016086957 0.035374150 0.093859649 0.007993197 0.018407960
## [1075] 0.059814815 0.020897436 0.144444444 0.029597244 0.072916667 0.039201413
## [1081] 0.031768707 0.058974359 0.026470588 0.018042396 0.033684211 0.039269841
## [1087] 0.041869919 0.030933333 0.056140351 0.007753623 0.004273504 0.017261905
## [1093] 0.016190476 0.016783217 0.043560606 0.052722840 0.129761905 0.040555556
## [1099] 0.046491228 0.017435897 0.051238095 0.025292398 0.021971597 0.018076564
## [1105] 0.011632486 0.016284567 0.001360544 0.010690797 0.078333333 0.016140351
## [1111] 0.029824561 0.081250000 0.047074074 0.011337868 0.036549708 0.022024757
## [1117] 0.042222222 0.029259259 0.010452962 0.012789661 0.019404762 0.023059361
## [1123] 0.040977778 0.033469388 0.036936937 0.004818713 0.138461538 0.033646617
## [1129] 0.007901699 0.073696145 0.001715686 0.026416667 0.016885965 0.019927536
## [1135] 0.018513906 0.006649462 0.043434343 0.072000000 0.005896806 0.013141026
## [1141] 0.058666667 0.084722222 0.007619048 0.100877193 0.041156463 0.034791667
## [1147] 0.014389234 0.038571429 0.102285714 0.037634409 0.010741385 0.067857143
## [1153] 0.014707510 0.002298851 0.063333333 0.033012821 0.051428571 0.063947520
## [1159] 0.025305250 0.016296296 0.011627907 0.071111111 0.057878788 0.013814416
## [1165] 0.014672365 0.013416263 0.011871220 0.040625000 0.016888889 0.010935374
## [1171] 0.027309942 0.119473684 0.084000000 0.015013618 0.003974359 0.014967419
## [1177] 0.047238095 0.021388889 0.023535354 0.019875776 0.049396552 0.004809853
## [1183] 0.005855856 0.042647059 0.002734559 0.012763533 0.035072464 0.072240260
## [1189] 0.015536723 0.006428571 0.017267081 0.001250000 0.030555556 0.011954023
## [1195] 0.019298246 0.039989226 0.055225225 0.087407407 0.011827957 0.006327684
## [1201] 0.032291667 0.102083333 0.021833333 0.059047619 0.033523810 0.040659551
## [1207] 0.022874780 0.019148936 0.026829268 0.013157895 0.013690476 0.027288961
## [1213] 0.037435897 0.188888889 0.007218823 0.015970880 0.013846154 0.032583774
## [1219] 0.046060606 0.029535519 0.033870968 0.036830357 0.040310120 0.070138889
## [1225] 0.052840909 0.003030303 0.017232253 0.002325581 0.029877803 0.011333333
## [1231] 0.016825397 0.051999065 0.075277778 0.008666667 0.028645833 0.013849519
## [1237] 0.001915584 0.018061840 0.004005848 0.048765432 0.054710145 0.019399025
## [1243] 0.026830934 0.015128205 0.015244789 0.105555556 0.019960276 0.001273148
## [1249] 0.015686275 0.029405769 0.015306122 0.027420635 0.000409836 0.044962458
## [1255] 0.006678351 0.001851852 0.016163522 0.010985222 0.020286738 0.005632184
## [1261] 0.021904762 0.017682257 0.027146119 0.006172840 0.010454545 0.029239766
## [1267] 0.062962963 0.070490196 0.014808078 0.017142857 0.044312169 0.017959184
## [1273] 0.019480519 0.026281080 0.017931489 0.017500000 0.034077383 0.011685393
## [1279] 0.071296296 0.021951220 0.114814815 0.008376076 0.011870845 0.053636364
## [1285] 0.102717391 0.007715618 0.013809524 0.016684020 0.020779221 0.025161290
## [1291] 0.041198413 0.009929078 0.066190476 0.092857143 0.044642857 0.027727273
## [1297] 0.015855776 0.009950860 0.051515152 0.064680923 0.037647059 0.012156298
## [1303] 0.011688312 0.030060764 0.009302326 0.017619048 0.059393939 0.007962529
## [1309] 0.009315376 0.059220779 0.005815392 0.019322034 0.039283154 0.012068881
## [1315] 0.003714286 0.009126984 0.022949495 0.018348148 0.050862069 0.073913043
## [1321] 0.037777778 0.039726776 0.022376543 0.016624762 0.026035354 0.034090909
## [1327] 0.027111111 0.051225490 0.013068182 0.039029125 0.052076023 0.006521739
## [1333] 0.020993117 0.007815830 0.013274933 0.086666667 0.011794872 0.007668207
## [1339] 0.013075397 0.019546851 0.047395833 0.022549176 0.054358974 0.030434783
## [1345] 0.044223485 0.030060022 0.068170426 0.009657738 0.011750000 0.029000000
## [1351] 0.008595388 0.050303030 0.041538462 0.007269504 0.038816034 0.068750000
## [1357] 0.100510511 0.068285714 0.019576720 0.051333333 0.035057471 0.015506059
## [1363] 0.011965812 0.019207792 0.065873016 0.025355418 0.005750251 0.058000000
## [1369] 0.055319149 0.025757576 0.016973138 0.003466667 0.019623016 0.035119048
## [1375] 0.004756098 0.020275689 0.009019608 0.028765432 0.028260870 0.007306262
## [1381] 0.014944594 0.030392157 0.072549020 0.004500000 0.045679012 0.003506944
## [1387] 0.022124542 0.023728814 0.091555556 0.020192308 0.108333333 0.071264368
## [1393] 0.007571185 0.069333333 0.090909091 0.008659512 0.084615385 0.034117647
## [1399] 0.052525253 0.035555556 0.065148810 0.029411765 0.025536616 0.037962963
## [1405] 0.046190476 0.006000000 0.051215278 0.027327327 0.020120574 0.001680672
## [1411] 0.047660099 0.148917749 0.092142857 0.019605911 0.027407407 0.031250162
## [1417] 0.022868217 0.026060606 0.001904762 0.024542230 0.044749710 0.018421053
## [1423] 0.067647059 0.029549127 0.013076923 0.068253968 0.007277211 0.036309524
## [1429] 0.002105263 0.058222222 0.121212121 0.013768116 0.080769231 0.003278689
## [1435] 0.011984127 0.051764706 0.009756098 0.016744186 0.024698413 0.014022989
## [1441] 0.029591837 0.009603919 0.031075269 0.070238095 0.025141243 0.007674572
## [1447] 0.011326165 0.066233766 0.043948052 0.033742690 0.045170068 0.029230769
## [1453] 0.046262626 0.023117504 0.015053763 0.107142857 0.018859649 0.057619048
## [1459] 0.121428571 0.021263103 0.036274510 0.038958835 0.019066142 0.007881773
## [1465] 0.012291667 0.005893497 0.068115942 0.109523810 0.010752688 0.011118588
## [1471] 0.042083333 0.026938057 0.180000000 0.020652174 0.017482517 0.004266667
## [1477] 0.013428813 0.013931624 0.030226481 0.038405797 0.038333333 0.011320755
## [1483] 0.022025900 0.059095640 0.015649351 0.005858586 0.154761905 0.001234568
## [1489] 0.025308642 0.045438596 0.022295918 0.001470588 0.039814815 0.041898148
## [1495] 0.022947455 0.045198413 0.028576998 0.005789474 0.183333333 0.030172414
## [1501] 0.019159146 0.076470588 0.034935897 0.018798094 0.025918367 0.005026455
## [1507] 0.031388889 0.008746356 0.063214286 0.016722783 0.039042146 0.025444444
## [1513] 0.030146368 0.041944444 0.030795428 0.069892473 0.046875000 0.033760684
## [1519] 0.024751180 0.006976744 0.011470588 0.016080586 0.012246300 0.019247312
## [1525] 0.078571429 0.007758621 0.029074729 0.026415094 0.006415344 0.015775776
## [1531] 0.018068783 0.021451247 0.016621682 0.029851908 0.015404896 0.097777778
## [1537] 0.035239899 0.009577934 0.039560440 0.006382979 0.052000000 0.024214286
## [1543] 0.007666667 0.040833333 0.020140056 0.074285714 0.008090118 0.018390805
## [1549] 0.123809524 0.001111111 0.011494253 0.045684431 0.021929825 0.069444444
## [1555] 0.021247740 0.044736842 0.009572650 0.020724638 0.010061728 0.008912530
## [1561] 0.013968254 0.036974790 0.087878788 0.021290850 0.008196721 0.052777778
## [1567] 0.050940171 0.017250000 0.014117647 0.022696032 0.039506173 0.019444444
## [1573] 0.032692308 0.086538462 0.032638889 0.034210526 0.034920635 0.034583333
## [1579] 0.025423729 0.017705157 0.012903226 0.042000000 0.013546798 0.033915963
## [1585] 0.001704261 0.008823529 0.011312741 0.020312500 0.010230908 0.035087719
## [1591] 0.063888889 0.090476190 0.022173913 0.014476190 0.010884354 0.022102102
## [1597] 0.034151181 0.007801418 0.040441176 0.008600444 0.014626073 0.025793651
## [1603] 0.006407828 0.050877193 0.033227513 0.085416667 0.038194444 0.031932773
## [1609] 0.007017544 0.054930556 0.029643028 0.060344828 0.019142857 0.002173913
## [1615] 0.023593750 0.005452381 0.068055556 0.012918871 0.043870968 0.015972222
## [1621] 0.020381594 0.018140590 0.192307692 0.023297491 0.019756839 0.015151515
## [1627] 0.034154351 0.019263449 0.028298931 0.020659075 0.003492063 0.013383838
## [1633] 0.030213239 0.044117647 0.019555556 0.034000000 0.024166667 0.018461538
## [1639] 0.014673582 0.024747475 0.023180828 0.014871795 0.010056926 0.016427739
## [1645] 0.016444444 0.034338624 0.032173913 0.010869841 0.026619133 0.008837606
## [1651] 0.020052948 0.012765957 0.023074581 0.012307692 0.013341952 0.043307169
## [1657] 0.064000000 0.030865335 0.026587302 0.032765957 0.038918919 0.016642012
## [1663] 0.045192308 0.004347826 0.115789474 0.051190476 0.011662763 0.009109731
## [1669] 0.021288981 0.045986395 0.010732401 0.024285714 0.079573935 0.013153595
## [1675] 0.032017551 0.007272727 0.032132434 0.028888889 0.074000000 0.018707483
## [1681] 0.022377452 0.015135135 0.015180847 0.007539683 0.023522862 0.018193939
## [1687] 0.023492063 0.002898551 0.097619048 0.121568627 0.028508772 0.016394300
## [1693] 0.030621469 0.022907353 0.038802798 0.001158605 0.019682540 0.003216374
## [1699] 0.038277778 0.018264209 0.023480903 0.077192982 0.080437158 0.020105820
## [1705] 0.001169591 0.027681159 0.017133956 0.030341880 0.042694343 0.078431373
## [1711] 0.034586466 0.005729167 0.015714286 0.051282051 0.023232323 0.030510511
## [1717] 0.012244898 0.018048780 0.039074074 0.009733401 0.024666667 0.018087558
## [1723] 0.017809524 0.069736842 0.043386243 0.042105263 0.067323481 0.045365079
## [1729] 0.021846847 0.035937500 0.051538462 0.026383333 0.018742138 0.028330849
## [1735] 0.026086957 0.008024691 0.024548440 0.017346939 0.038292564 0.017096460
## [1741] 0.033717640 0.020740741 0.035693651 0.006584897 0.083730159 0.013178295
## [1747] 0.077843137 0.008461558 0.010310363 0.016052227 0.019676875 0.026500000
## [1753] 0.078938839 0.028371212 0.028376068 0.017027417 0.004353234 0.046264368
## [1759] 0.007885305 0.071645022 0.008727273 0.031113658 0.008035714 0.021153846
## [1765] 0.022514620 0.024642375 0.005185185 0.011488014 0.031746032 0.033064516
## [1771] 0.001923077 0.025141026 0.023148148 0.012631579 0.028059163 0.029227053
## [1777] 0.022611111 0.042121212 0.014074074 0.039827675 0.021383053 0.011134752
## [1783] 0.014912281 0.039824561 0.171428571 0.043939394 0.022134495 0.017857143
## [1789] 0.020454545 0.021690178 0.111764706 0.011497494 0.001388889 0.024603175
## [1795] 0.003296703 0.036774359 0.047740113 0.010385835 0.001081081 0.010139398
## [1801] 0.033122363 0.038541667 0.021453423 0.112903226 0.106206897 0.010098420
## [1807] 0.029112554 0.011252929 0.013672300 0.014203612 0.023157895 0.019696970
## [1813] 0.028052083 0.101042228 0.023763441 0.027790788 0.013739852 0.014390244
## [1819] 0.036607143 0.031730769 0.003632479 0.024416667 0.021312784 0.022177156
## [1825] 0.048622222 0.025634921 0.042922078 0.039361702 0.004747475 0.001282051
## [1831] 0.034895833 0.030083333 0.026731602 0.029487179 0.019786325 0.017351598
## [1837] 0.067530864 0.015432099 0.094444444 0.011728395 0.060877193 0.027115142
## [1843] 0.032738095 0.019559500 0.037130178 0.005379499 0.023773007 0.008064516
## [1849] 0.008484848 0.046071429 0.020880682 0.052318841 0.010691824 0.106000000
## [1855] 0.012318841 0.020329446 0.010682540 0.049230769 0.024380952 0.015789474
## [1861] 0.011078431 0.097142857 0.013089192 0.095402299 0.029964539 0.025787879
## [1867] 0.050606061 0.008163265 0.090322581 0.047560976 0.014619883 0.034482887
## [1873] 0.037838384 0.010233918 0.038133333 0.044501535 0.016458333 0.042207792
## [1879] 0.006862745 0.088461538 0.048412698 0.001600000 0.040017253 0.025810811
## [1885] 0.059259259 0.028787879 0.055604396 0.032986111 0.035238095 0.030238095
## [1891] 0.006504065 0.040147783 0.017283951 0.029541047 0.022481685 0.015263169
## [1897] 0.096666667 0.020148148 0.009851670 0.013347763 0.010481956 0.014426543
## [1903] 0.031182796 0.059895833 0.025088095 0.055504202 0.000555556 0.027027027
## [1909] 0.007830405 0.015161650 0.024839744 0.041777778 0.015583850 0.009761905
## [1915] 0.052380952 0.023982684 0.048188406 0.041356389 0.020772947 0.013131313
## [1921] 0.033988025 0.018055556 0.044927536 0.021000000 0.031679160 0.014267214
## [1927] 0.011431235 0.055127258 0.002352941 0.005252101 0.019057903 0.000292398
## [1933] 0.071018519 0.013793271 0.009743590 0.032461962 0.007668232 0.042941176
## [1939] 0.039475088 0.064285714 0.021138211 0.024863655 0.019379845 0.023361582
## [1945] 0.018777882 0.054460641 0.016287879 0.014102564 0.016231884 0.036149660
## [1951] 0.092083333 0.025876068 0.090666667 0.023550725 0.015762787 0.041201814
## [1957] 0.042323232 0.008735669 0.036678391 0.028272059 0.048194444 0.036472303
## [1963] 0.009937888 0.047183099 0.006150794 0.087179487 0.003954802 0.025517241
## [1969] 0.000263158 0.013478622 0.024019608 0.005813953 0.041369048 0.006349206
## [1975] 0.036190476 0.021727273 0.014344857 0.015431438 0.008824665 0.054736842
## [1981] 0.022368421 0.020182874 0.060606061 0.088333333 0.007317073 0.021992481
## [1987] 0.051578947 0.007297297 0.036956522 0.006190476 0.048014184 0.015691057
## [1993] 0.012783365 0.051268674 0.029500000 0.012698413 0.004255319 0.011562500
## [1999] 0.021816239 0.015787285 0.010302067 0.014534161 0.021621622 0.041142857
## [2005] 0.158333333 0.059661836 0.026417863 0.031764706 0.011038961 0.004065041
## [2011] 0.022463768 0.011363636 0.001785714 0.016153274 0.014772727 0.034666667
## [2017] 0.020506536 0.009591837 0.024884615 0.028461538 0.042023810 0.031811847
## [2023] 0.032758621 0.042651515 0.047575758 0.042666667 0.001626016 0.005098039
## [2029] 0.040350877 0.051929825 0.086363636 0.055882353 0.010945092 0.045562130
## [2035] 0.057518519 0.020625000 0.009867424 0.016721311 0.033950617 0.049475963
## [2041] 0.016930138 0.027164502 0.024867725 0.009827586 0.034482759 0.031513142
## [2047] 0.031399948 0.048529412 0.024931582 0.043864469 0.004419192 0.028338002
## [2053] 0.052154195 0.043815476 0.000833333 0.054000000 0.013726336 0.026274510
## [2059] 0.001428571 0.048227559 0.048717949 0.021055381 0.014782609 0.012162162
## [2065] 0.035500000 0.025396825 0.048000000 0.027572016 0.006321839 0.012361111
## [2071] 0.025362319 0.131944444 0.016921296 0.011363949 0.054586466 0.009553204
## [2077] 0.037793427 0.087037037 0.009848485 0.010909616 0.023288614 0.031725417
## [2083] 0.036111111 0.020305773 0.116000000 0.021952663 0.007471264 0.028666667
## [2089] 0.047901224 0.062580645 0.011534392 0.022807018 0.019565217 0.017803379
## [2095] 0.020416667 0.006593407 0.032988166 0.031081081 0.007936508 0.000000000
## [2101] 0.004385965 0.005932203 0.035488428 0.016161616 0.012248677 0.016605750
## [2107] 0.038235294 0.033623455 0.043243243 0.059313725 0.037179487 0.034065934
## [2113] 0.085396825 0.011555556 0.009471471 0.012314449 0.075814536 0.040370370
## [2119] 0.003594771 0.004861111 0.002998087 0.019327731 0.009469697 0.030864198
## [2125] 0.029349567 0.046464646 0.017561939 0.011659808 0.008309991 0.006785714
## [2131] 0.034865900 0.002547045 0.014731380 0.016960486 0.010833333 0.027103099
## [2137] 0.026098901 0.010539084 0.002106490 0.019375648 0.030138889 0.003864734
## [2143] 0.023958333 0.101666667 0.013972431 0.013881932 0.023212197 0.039006410
## [2149] 0.022732152 0.024292237 0.014444444 0.101587302 0.118750000 0.096296296
## [2155] 0.064912281 0.020243418 0.008978355 0.043830926 0.014537746 0.010555556
## [2161] 0.044507576 0.052857143 0.038209170 0.023684211 0.038169990 0.021551724
## [2167] 0.068923933 0.030612404 0.015856149 0.029620035 0.061650605 0.046846847
## [2173] 0.012576313 0.005022447 0.001408451 0.067624521 0.103703704 0.009183673
## [2179] 0.062901280 0.057159570 0.018285714 0.036723457 0.000696864 0.016521739
## [2185] 0.020921986 0.019886364 0.066158871 0.026754386 0.038809156 0.013617886
## [2191] 0.020187793 0.009333333 0.018594104 0.029844961 0.028709742 0.009230769
## [2197] 0.011752445 0.042322417 0.061364567 0.030123457 0.033142857 0.027179487
## [2203] 0.011684359 0.037057104 0.043527508 0.023655914 0.009549550 0.090123457
## [2209] 0.041398682 0.021707552 0.013366013 0.017574237 0.024107744 0.036855346
## [2215] 0.004393939 0.036908939 0.014267677 0.038623482 0.016935484 0.021345899
## [2221] 0.013028631 0.051162791 0.054759418 0.038709677 0.181818182 0.054839161
## [2227] 0.002090109 0.011342593 0.025758194 0.020883534 0.029333333 0.127272727
## [2233] 0.034273974 0.019638695 0.004244028 0.072395833 0.036904762 0.035247209
## [2239] 0.019412202 0.026687598 0.073225108 0.024378882 0.013095238 0.024705882
## [2245] 0.005625881 0.020788530 0.056818182 0.007291667 0.010990991 0.027002924
## [2251] 0.004910714 0.032183908 0.045071685 0.029829932 0.042750000 0.007916667
## [2257] 0.024324324 0.006805318 0.011635537 0.025454545 0.019059741 0.058447712
## [2263] 0.027991453 0.043785311 0.159523810 0.003763441 0.012865853 0.025421300
## [2269] 0.039000000 0.140833333 0.051851852 0.006111111 0.012497612 0.003694084
## [2275] 0.082807018 0.042311111 0.029967788 0.049669967 0.027155449 0.009068627
## [2281] 0.056333333 0.010638298 0.028830409 0.048235852 0.023720930 0.000250438
## [2287] 0.071855922 0.009490509 0.131578947 0.015583028 0.028431373 0.007070707
## [2293] 0.010437463 0.016216216 0.020606061 0.019206774 0.022587818 0.012357724
## [2299] 0.017894737 0.009316323 0.022925170 0.027642276 0.034331797 0.067000000
## [2305] 0.031794872 0.034166667 0.018928571 0.104545455 0.072469136 0.025997611
## [2311] 0.094482759 0.010049751 0.026857143 0.016237507 0.015724311 0.031153846
## [2317] 0.090697674 0.010699588 0.027253521 0.020295983 0.022988506 0.011568387
## [2323] 0.011841507 0.041315789 0.018620690 0.017985395 0.021901262 0.067517007
## [2329] 0.018253968 0.016207530 0.004285714 0.017558450 0.082500000 0.009824561
## [2335] 0.038518519 0.008471594 0.021614907 0.084819820 0.076388889 0.038980418
## [2341] 0.008974359 0.037472815 0.066033333 0.051351351 0.023484848 0.013128205
## [2347] 0.055466667 0.035895135 0.045245820 0.009313725 0.014215686 0.028191489
## [2353] 0.012414294 0.040540541 0.009442743 0.032424242 0.022413793 0.024838095
## [2359] 0.002702703 0.016547619 0.026093190 0.013779093 0.022131145 0.057823129
## [2365] 0.033928571 0.009762498 0.049565217 0.022545455 0.068650794 0.063690476
## [2371] 0.016180556 0.042576205 0.012037037 0.010852713 0.014264550 0.033826531
## [2377] 0.131891892 0.022685185 0.011281179 0.026970540 0.024333333 0.000952381
## [2383] 0.011248517 0.038596491 0.019359924 0.026197917 0.036530714 0.049595687
## [2389] 0.012601626 0.006432173 0.024404762 0.011403509 0.039285714 0.035833333
## [2395] 0.031621722 0.044005026 0.009314954 0.072399527 0.007459475 0.029287373
## [2401] 0.047324629 0.027476190 0.018933333 0.025196078 0.027298851 0.011382114
## [2407] 0.044637681 0.033524993 0.145833333 0.062000000 0.005952381 0.019064327
## [2413] 0.009714286 0.053287037 0.016561375 0.039062500 0.004421769 0.021755245
## [2419] 0.064367816 0.017187500 0.011846847 0.009265038 0.054395604 0.020793651
## [2425] 0.013368848 0.034042553 0.011750149 0.012385965 0.021979167 0.103333333
## [2431] 0.012539087 0.018209889 0.014754098 0.009316239 0.019698317 0.016071429
## [2437] 0.003947368 0.050688705 0.049000000 0.004514952 0.005376344 0.142424242
## [2443] 0.027247449 0.016279070 0.068803030 0.007751938 0.019613005 0.009231412
## [2449] 0.108558559 0.050155633 0.029986961 0.006473478 0.027916667 0.035442177
## [2455] 0.054407935 0.056172840 0.091604938 0.018196857 0.018814290 0.038472222
## [2461] 0.035463270 0.009352180 0.034027778 0.046969697 0.010133221 0.015058480
## [2467] 0.013518007 0.084444444 0.041166667 0.015591398 0.043478261 0.017638889
## [2473] 0.039900794 0.002870370 0.056481481 0.015646259 0.014018978 0.013743735
## [2479] 0.003741497 0.017363636 0.030675226 0.045161290 0.007042254 0.021333333
## [2485] 0.025860732 0.013784185 0.013240553 0.018695652 0.024611656 0.006020558
## [2491] 0.035620915 0.020425941 0.010281148 0.018312757 0.001197045 0.003964551
## [2497] 0.032048254 0.043050847 0.010606061 0.092982456 0.008800253 0.034661180
## [2503] 0.024809390 0.015563298 0.008214286 0.020467836 0.040384615 0.057723577
## [2509] 0.023125000 0.036825949 0.024948268 0.007605389 0.037964727 0.078125000
## [2515] 0.049224806 0.069230769 0.067619048 0.016691039 0.041441441 0.048201119
## [2521] 0.011671335 0.017272727 0.056528671 0.060370370 0.023036223 0.019820920
## [2527] 0.090962963 0.028901336 0.008789401 0.004119850 0.018863427 0.006944444
## [2533] 0.005194805 0.046893939 0.020385840 0.034484127 0.029890710 0.079629630
## [2539] 0.002000000 0.065408200 0.037207792 0.072659574 0.014920635 0.033766459
## [2545] 0.005588342 0.014184397 0.021224490 0.002849003 0.027056277 0.086904762
## [2551] 0.009090249 0.013527508 0.007729114 0.048115942 0.009511278 0.009122010
## [2557] 0.014078014 0.067397661 0.011878788 0.013719827 0.039365079 0.011842105
## [2563] 0.041304348 0.026377261 0.043198653 0.037389344 0.001928521 0.020570175
## [2569] 0.017041847 0.048583043 0.016226074 0.128275862 0.045751634 0.034416667
## [2575] 0.042708333 0.007866316 0.012547206 0.036336088 0.022012579 0.036803966
## [2581] 0.037698413 0.022771363 0.010419753 0.075925926 0.012860238 0.031851593
## [2587] 0.030296143 0.021318681 0.022246642 0.086991870 0.028013468 0.028456454
## [2593] 0.011948854 0.007887882 0.064516129 0.057235450 0.129580026 0.005527012
## [2599] 0.092156863 0.003468013 0.037290510 0.037209302 0.036944444 0.019607843
## [2605] 0.009653998 0.032261103 0.009705882 0.017287582 0.029699248 0.042471564
## [2611] 0.018636364 0.047858483 0.009959744 0.058412698 0.031102504 0.039333333
## [2617] 0.018043478 0.050691712 0.084375000 0.019800052 0.008641975 0.016896552
## [2623] 0.003837261 0.011274510 0.012040588 0.001212121 0.003240964 0.018939394
## [2629] 0.020412311 0.023015892 0.043745174 0.002614379 0.008679315 0.025016422
## [2635] 0.021505376 0.017091837 0.011027644 0.029102564 0.012088889 0.059221273
## [2641] 0.030104167 0.038705882 0.016333333 0.025520833 0.014062500 0.032253521
## [2647] 0.023589744 0.029589443 0.078787879 0.022538246 0.003125000 0.022337803
## [2653] 0.015870587 0.005699436 0.018527590 0.037301587 0.002409670 0.023856289
## [2659] 0.025837468 0.032987654 0.037802052 0.018380231 0.015238095 0.008400000
## [2665] 0.004061303 0.032705748 0.022197723 0.027551020 0.032956586 0.006917563
## [2671] 0.025614035 0.071984127 0.047380485 0.007912088 0.052245370 0.083095238
## [2677] 0.007997558 0.025771658 0.030868963 0.022135467 0.063095238 0.090090090
## [2683] 0.030927052 0.035701754 0.017573302 0.018670927 0.012017544 0.017657266
## [2689] 0.054954955 0.018333333 0.062012012 0.020091324 0.046376812 0.016833856
## [2695] 0.013361447 0.030246914 0.028165804 0.037080939 0.016949586 0.081481481
## [2701] 0.000732601 0.012523310 0.037931034 0.009600000 0.022395833 0.025442703
## [2707] 0.018947368 0.030687831 0.004094211 0.019472789 0.041609195 0.046632997
## [2713] 0.013391698 0.010992908 0.039473684 0.028962492 0.035925926 0.030303030
## [2719] 0.080246914 0.061688596 0.024035088 0.018561297 0.026328773 0.036488095
## [2725] 0.023197087 0.013978495 0.059913420 0.050793651 0.022653941 0.024303938
## [2731] 0.119230769 0.026747720 0.031428571 0.065367965 0.018119658 0.007058824
## [2737] 0.006700972 0.052845528 0.024522672 0.011461095 0.014175592 0.069642857
## [2743] 0.013380282 0.080612245 0.008886586 0.059848485 0.017521368 0.020887446
## [2749] 0.002845528 0.029938272 0.011448413 0.006400000 0.017857460 0.012351425
## [2755] 0.094117647 0.016363636 0.027868852 0.041935484 0.092658730 0.031306306
## [2761] 0.008355899 0.030448718 0.036036036 0.103030303 0.039393939 0.022648084
## [2767] 0.056017316 0.061313776 0.022380952 0.008565782 0.019107143 0.013675214
## [2773] 0.033907028 0.014728682 0.039979296 0.003014129 0.012613585 0.002821869
## [2779] 0.039077841 0.018114342 0.036382031 0.048958333 0.015641026 0.051666667
## [2785] 0.011944444 0.037398374 0.007295031 0.015186147 0.060270563 0.051612903
## [2791] 0.049722222 0.053623188 0.016095238 0.027316655 0.019859307 0.009803922
## [2797] 0.066228070 0.001379310 0.041643072 0.034691241 0.009734513 0.028639403
## [2803] 0.038231522 0.067142857 0.025287479 0.025371224 0.037356322 0.027846816
## [2809] 0.037014927 0.001515152 0.007674419 0.006274510 0.011607143 0.024257028
## [2815] 0.011184211 0.005208333 0.000262123 0.023551165 0.017719298 0.052674897
## [2821] 0.020390720 0.079310345 0.010470085 0.028717949 0.024507322 0.028024691
## [2827] 0.022634921 0.055342466 0.028728531 0.024959839 0.032991453 0.014202682
## [2833] 0.005833333 0.027647059 0.019726027 0.030371661 0.001298701 0.022982896
## [2839] 0.006712329 0.030380952 0.004062500 0.015517241 0.041100372 0.030388889
## [2845] 0.074444444 0.029171530 0.020989011 0.026262626 0.069982363 0.039316239
## [2851] 0.009737828 0.017602339 0.022713675 0.180341880 0.023696145 0.029523810
## [2857] 0.047826279 0.028542569 0.079518398 0.039945665 0.024205607 0.028818890
## [2863] 0.010238095 0.032223645 0.059166667 0.014936612 0.091304348 0.011934156
## [2869] 0.007335491 0.004891304 0.029296378 0.039354839 0.070670996 0.017407407
## [2875] 0.048357964 0.054761905 0.013697479 0.015283019 0.029265480 0.005868545
## [2881] 0.002786596 0.008515815 0.027506986 0.030748538 0.011631206 0.023262411
## [2887] 0.023750000 0.002724518 0.019152047 0.020562771 0.008627451 0.060539216
## [2893] 0.029696970 0.023911007 0.032482778 0.014313725 0.035602227 0.047826087
## [2899] 0.060754717 0.045526366 0.008766234 0.065925926 0.057575758 0.030232558
## [2905] 0.024774775 0.007168210 0.031587556 0.081375661 0.084210526 0.035185185
## [2911] 0.008860759 0.033456790 0.012467279 0.052507716 0.044680851 0.037925926
## [2917] 0.057936508 0.015099715 0.066119363 0.029032258 0.009629630 0.039130435
## [2923] 0.025904762 0.001020408 0.010578704 0.055782313 0.020615520 0.079761905
## [2929] 0.004938272 0.009682540 0.031076389 0.025420875 0.008667383 0.042342342
## [2935] 0.016407828 0.028784722 0.041056911 0.055833333 0.020010830 0.009047619
## [2941] 0.064351852 0.013297101 0.004205128 0.008176477 0.011960784 0.012195122
## [2947] 0.080562169 0.004062416 0.010763889 0.004844961 0.016427015 0.038192738
## [2953] 0.041246499 0.013110506 0.012188596 0.032954545 0.017721519 0.027954545
## [2959] 0.028162393 0.052020202 0.028395062 0.012113703 0.005708347 0.060377860
## [2965] 0.004625745 0.010717178 0.022357724 0.046808511 0.003773585 0.027062016
## [2971] 0.025972222 0.022043153 0.034950263 0.014259607 0.066783217 0.007511050
## [2977] 0.046505418 0.016369048 0.011853002 0.017615176 0.068000000 0.019527027
## [2983] 0.043809524 0.023754789 0.002833333 0.006024096 0.004892966 0.062352941
## [2989] 0.035146520 0.021391443 0.069414101 0.014529915 0.027908497 0.007819795
## [2995] 0.002839575 0.005633803 0.087060755 0.047628205 0.052333333 0.038075929
## [3001] 0.029645043 0.125714286 0.025021645 0.016214742 0.020793071 0.011516854
## [3007] 0.004365079 0.059615385 0.006015038 0.017000000 0.005330144 0.003588517
## [3013] 0.018452381 0.021380952 0.013069803 0.050194250 0.009414895 0.030526316
## [3019] 0.062187040 0.032872807 0.143589744 0.042026749 0.076666667 0.036709957
## [3025] 0.026449275 0.015934735 0.015548371 0.111538462 0.029545455 0.070737742
## [3031] 0.026598639 0.035882353 0.005494505 0.017129630 0.054444444 0.013725490
## [3037] 0.009218133 0.017357610 0.016434109 0.026482993 0.062857143 0.013580247
## [3043] 0.035377102 0.040909091 0.023942797 0.031489963 0.000480769 0.010268970
## [3049] 0.004878049 0.019882747 0.057894737 0.052175571 0.032500000 0.014961420
## [3055] 0.043990930 0.028099523 0.030370370 0.041212121 0.035139573 0.042981030
## [3061] 0.013461742 0.050387597 0.003819310 0.005364455 0.020257937 0.024215686
## [3067] 0.028987132 0.010967742 0.027000000 0.022569444 0.015460019 0.122427035
## [3073] 0.019939881 0.010937500 0.031102029 0.073976608 0.007733333 0.034509804
## [3079] 0.017015392 0.051166667 0.033243423 0.015483092 0.039487179 0.031564383
## [3085] 0.013603668 0.018958333 0.047474747 0.070476190 0.022870370 0.013730159
## [3091] 0.045165945 0.014304381 0.015229885 0.043697479 0.093809524 0.010463332
## [3097] 0.023928571 0.012727273 0.035396825 0.000446429 0.016913178 0.018162523
## [3103] 0.018752216 0.015750591 0.009387755 0.009501385 0.032370528 0.022839506
## [3109] 0.011878229 0.008792271 0.027701340 0.012282691 0.038977353 0.054230769
## [3115] 0.023832104 0.011481481 0.031677489 0.019155126 0.015764630 0.017657920
## [3121] 0.013207547 0.130952381 0.017425336 0.051919272 0.093478261 0.011277952
## [3127] 0.025340136 0.008145970 0.021302211 0.014633794 0.015025253 0.023561816
## [3133] 0.020146520 0.017948718 0.043686869 0.014489415 0.011646771 0.064935065
## [3139] 0.027326203 0.018657031 0.048666667 0.138888889 0.020009620 0.046198341
## [3145] 0.005925926 0.009625560 0.024589744 0.018670099 0.021575342 0.039761905
## [3151] 0.008080808 0.036603499 0.012515263 0.033529412 0.007018826 0.022333333
## [3157] 0.021935484 0.054225865 0.035619048 0.016381120 0.036664764 0.018170426
## [3163] 0.019292929 0.018326694 0.000913242 0.014694280 0.008176101 0.035156250
## [3169] 0.042319508 0.018075125 0.040922619 0.010140622 0.054241071 0.015174871
## [3175] 0.037170572 0.068888889 0.016955684 0.017679325 0.031739553 0.009409219
## [3181] 0.008950617 0.031834215 0.022318841 0.025324675 0.004122807 0.013944826
## [3187] 0.028494624 0.026110286 0.010451453 0.020408163 0.012659622 0.028041380
## [3193] 0.015429820 0.015842941 0.027243522 0.014667832 0.023681592 0.021287825
## [3199] 0.051234568 0.032870370 0.010436508 0.017256944 0.033908935 0.019343434
## [3205] 0.009346937 0.028381703 0.012129630 0.004021164 0.013888889 0.010222222
## [3211] 0.008832272 0.012009804 0.025574713 0.020956372 0.029387755 0.000666667
## [3217] 0.062408964 0.009611111 0.010164456 0.014700375 0.016885589 0.023737786
## [3223] 0.012745098 0.044230769 0.045777778 0.023541667 0.029692564 0.037316087
## [3229] 0.014859438 0.004264323 0.020987654 0.003153153 0.026436782 0.029042386
## [3235] 0.013887559 0.026719577 0.000892857 0.023295455 0.022008376 0.089629630
## [3241] 0.013437840 0.014687275 0.022619048 0.031707317 0.014791667 0.031793785
## [3247] 0.008031496 0.003142857 0.028921569 0.026352357 0.022291010 0.013769082
## [3253] 0.015734957 0.021785714 0.015730379 0.017585825 0.009323308 0.009009009
## [3259] 0.048809524 0.007862680 0.019205066 0.028703704 0.043294931 0.008424908
## [3265] 0.137426901 0.008987603 0.013265306 0.021511083 0.028972694 0.030732714
## [3271] 0.018279570 0.013249672 0.021311846 0.012380952 0.022500170 0.022888335
## [3277] 0.015925926 0.005315315 0.016037736 0.025774660 0.042261905 0.013745704
## [3283] 0.027136752 0.044360501 0.024695767 0.053439153 0.015530303 0.038037998
## [3289] 0.030754266 0.055396825 0.011897444 0.010500000 0.014003044 0.015411986
## [3295] 0.016309524 0.017506361 0.023877069 0.039074960 0.010151043 0.013541667
## [3301] 0.020025438 0.011746032 0.042436975 0.015479685 0.030081301 0.026419753
## [3307] 0.022385989 0.050752688 0.020355466 0.041545910 0.018437701 0.063265306
## [3313] 0.003430424 0.015188129 0.004290709 0.022822804 0.011858974 0.042076023
## [3319] 0.021290740 0.019397993 0.010460069 0.018627451 0.042187500 0.032365500
## [3325] 0.013429932 0.024592960 0.060590278 0.007466851 0.009952433 0.041167134
## [3331] 0.014230973 0.041450216 0.027557013 0.008686559 0.013519938 0.016374269
## [3337] 0.021249277 0.020747988 0.028947368 0.027528909 0.019890110 0.083012821
## [3343] 0.027342550 0.005669849 0.012907801 0.016838538 0.025637791 0.010175439
## [3349] 0.026238576 0.057000000 0.011264368 0.013376623 0.015567766 0.042913165
## [3355] 0.014824296 0.024489796 0.022299824 0.019742908 0.015465400 0.019277493
## [3361] 0.034267293 0.018756793 0.027766386 0.017901235 0.058285714 0.039010989
## [3367] 0.019274564 0.028519936 0.007835821 0.071666667 0.022101449 0.028602151
## [3373] 0.037679739 0.054385965 0.020476218 0.027881156 0.011870748 0.027824074
## [3379] 0.026851852 0.043636364 0.020905923 0.020095694 0.008928355 0.027665354
## [3385] 0.047727273 0.032056738 0.003655914 0.016586922 0.022170543 0.027698413
## [3391] 0.063601190 0.019624670 0.019055556 0.024273772 0.077272727 0.101449275
## [3397] 0.008231293 0.075604396 0.014593571 0.032389468 0.011098010 0.005695387
## [3403] 0.059636655 0.000589971 0.019225201 0.009677419 0.029012346 0.031034483
## [3409] 0.058821329 0.022355057 0.017328726 0.032948718 0.025768619 0.008914729
## [3415] 0.005545073 0.008750000 0.012050716 0.017284446 0.020085470 0.016769542
## [3421] 0.025572609 0.010138889 0.019428571 0.020433155 0.014251208 0.053240741
## [3427] 0.015757576 0.011780384 0.023340336 0.017081105 0.024224806 0.014926307
## [3433] 0.015609868 0.022135148 0.025532176 0.001015625 0.012431818 0.029142563
## [3439] 0.031333333 0.022580645 0.046744236 0.057407407 0.022916667 0.014473684
## [3445] 0.040540739 0.009549977 0.013640873 0.066547107 0.011868860 0.030161290
## [3451] 0.025068027 0.028996212 0.032298600 0.021959459 0.024587384 0.034751773
## [3457] 0.020960781 0.014851055 0.030925926 0.014779942 0.022527689 0.023582766
## [3463] 0.030961792 0.020533333 0.051717172 0.024807692 0.009552573 0.014513583
## [3469] 0.014292461 0.016400421 0.014539683 0.023295607 0.007971014 0.015832106
## [3475] 0.031939605 0.043148148 0.024345679 0.024725635 0.075757576 0.032699169
## [3481] 0.014905149 0.013842593 0.024304152 0.016803503 0.028750000 0.012458392
## [3487] 0.004287290 0.019112158 0.012520167 0.014603175 0.000709220 0.026801619
## [3493] 0.015842912 0.013874153 0.024897119 0.018539498 0.010664683 0.026495726
## [3499] 0.024964539 0.013002525 0.024020297 0.029260777 0.012575758 0.032443035
## [3505] 0.020769697 0.124444444 0.027944444 0.016529882 0.053431066 0.020522711
## [3511] 0.037666667 0.011832634 0.021393867 0.019667423 0.069954545 0.003486395
## [3517] 0.052222222 0.019685462 0.009969093 0.043174603 0.090625000 0.033747213
## [3523] 0.010851064 0.020072361 0.019056732 0.027526998 0.025864237 0.020290360
## [3529] 0.020991254 0.039520717 0.025668172 0.023992674 0.061403509 0.015642808
## [3535] 0.028773585 0.013559322 0.010341365 0.012754534 0.052592593 0.022751323
## [3541] 0.014212018 0.010671296 0.046360153 0.015231111 0.041319444 0.006273946
## [3547] 0.025219763 0.018203638 0.012152531 0.039301175 0.025492063 0.024691358
## [3553] 0.062414966 0.019108884 0.018017058 0.018145897 0.016508400 0.009804129
## [3559] 0.026200717 0.017488397 0.007450980 0.050362319 0.017352092 0.050333333
## [3565] 0.013821138 0.018954248 0.057777778 0.015104167 0.017155355 0.009000000
## [3571] 0.021326007 0.026514442 0.032369194 0.007901235 0.028971160 0.005348989
## [3577] 0.035131628 0.016468484 0.015792367 0.015853659 0.023577236 0.012045455
## [3583] 0.013923077 0.015172414 0.030191572 0.021944444 0.014774057 0.044913928
## [3589] 0.038885400 0.018569755 0.015666667 0.030322581 0.048750000 0.045421245
## [3595] 0.050980392 0.007154088 0.008286252 0.011574074 0.030501264 0.032985131
## [3601] 0.017556729 0.042311136 0.007812500 0.021947073 0.018034188 0.022635468
## [3607] 0.034702381 0.015957265 0.013244048 0.015558960 0.034693878 0.024532828
## [3613] 0.006093190 0.019723130 0.021469506 0.006528045 0.014405743 0.027755102
## [3619] 0.023755148 0.037163121 0.029169274 0.013853727 0.041868132 0.021710569
## [3625] 0.005114363 0.022150056 0.038000000 0.025042424 0.010360360 0.025130309
## [3631] 0.031314735 0.004487179 0.035630252 0.015020196 0.021452975 0.019687687
## [3637] 0.035454545 0.040131579 0.024032278 0.048604651 0.021374201 0.019068861
## [3643] 0.018995891 0.030822511 0.057482993 0.008213489 0.009780702 0.026063126
## [3649] 0.018457454 0.023642242 0.009501916 0.010793651 0.011061947 0.009071038
## [3655] 0.011987179 0.030909091 0.020544218 0.018198198 0.005590278 0.009838710
## [3661] 0.056586058 0.024031008 0.010303030 0.028972728 0.023714286 0.043171115
## [3667] 0.027843137 0.015504136 0.041741742 0.023369348 0.008874272 0.027500000
## [3673] 0.025448823 0.016576479 0.028190306 0.019004516 0.010258137 0.017261259
## [3679] 0.016345046 0.012477354 0.008689192 0.034935835 0.019031516 0.025762987
## [3685] 0.019913420 0.045272727 0.039236111 0.031296296 0.039161584 0.018456829
## [3691] 0.032193939 0.024793388 0.023937057 0.027190827 0.039562226 0.022009804
## [3697] 0.015595238 0.013140097 0.025219349 0.020421866 0.019613095 0.018367347
## [3703] 0.007694004 0.014962157 0.004785636 0.041065574 0.018923933 0.005989942
## [3709] 0.034188034 0.019021966 0.029422330 0.009539422 0.015531015 0.015719446
## [3715] 0.018737892 0.009409888 0.024773663 0.022435897 0.029507982 0.019816374
## [3721] 0.013891039 0.012371615 0.022060248 0.027077656 0.030211039 0.033872603
## [3727] 0.013265367 0.007246377 0.017333333 0.023137121 0.104081633 0.071568627
## [3733] 0.024226190 0.022705971 0.029719534 0.026888889 0.024597953 0.026739194
## [3739] 0.023842532 0.011290323 0.029981326 0.014052288 0.044367816 0.013512907
## [3745] 0.002515723 0.022238793 0.017004257 0.007150715 0.014880952 0.019075614
## [3751] 0.017354497 0.084545455 0.031709957 0.013963964 0.020876741 0.012179841
## [3757] 0.017267562 0.019337607 0.034600000 0.005142857 0.026808161 0.019865374
## [3763] 0.053909774 0.012186396 0.027372411 0.019939049 0.027830688 0.003477932
## [3769] 0.022427035 0.019809524 0.020699598 0.009450172 0.028731343 0.029065112
## [3775] 0.014562569 0.003457557 0.025063352 0.011282051 0.008337205 0.028674678
## [3781] 0.029188713 0.037267081 0.008391881 0.017541022 0.033880952 0.020441870
## [3787] 0.018600000 0.022567288 0.005854801 0.008854167 0.038335618 0.030243902
## [3793] 0.074716553 0.028836460 0.044000000 0.059464286 0.021765601 0.036047340
## [3799] 0.011250000 0.051041667 0.038231293 0.017747748 0.019645460 0.004306345
## [3805] 0.019128308 0.010840336 0.016570513 0.018783069 0.010942460 0.021993464
## [3811] 0.025011905 0.038418079 0.028665325 0.021408935 0.000505051 0.021183788
## [3817] 0.010971792 0.013668745 0.027207207 0.018611111 0.019558305 0.022398206
## [3823] 0.020586081 0.015486639 0.023671498 0.059444444 0.022973065 0.013436693
## [3829] 0.031446886 0.015889736 0.020121639 0.015217391 0.023185941 0.029600000
## [3835] 0.030879354 0.024301656 0.014745252 0.092944664 0.021599020 0.014544651
## [3841] 0.067708333 0.021205728 0.014375562 0.003685897 0.015117319 0.020720721
## [3847] 0.011320346 0.019375000 0.016184197 0.062202381 0.022464739 0.023170732
## [3853] 0.023835616 0.031609195 0.006942149 0.014226044 0.011675429 0.030107527
## [3859] 0.007905605 0.030390424 0.033986814 0.032793149 0.026402848 0.005025126
## [3865] 0.021959184 0.013611111 0.016223404 0.008975428 0.014761905 0.015675676
## [3871] 0.016051967 0.011818182 0.039292517 0.015829187 0.029549858 0.032608696
## [3877] 0.031188811 0.017816092 0.021516165 0.010045837 0.028496768 0.038102106
## [3883] 0.011186186 0.032248996 0.025777778 0.015490196 0.018932412 0.034387947
## [3889] 0.009166667 0.061527778 0.016324111 0.092222222 0.021052657 0.011071429
## [3895] 0.028949580 0.010977778 0.007188359 0.019250380 0.011436389 0.003452381
## [3901] 0.025137085 0.023315309 0.005474910 0.017735849 0.017287492 0.020731707
## [3907] 0.012864250 0.010317460 0.016290123 0.027601411 0.016823320 0.023453364
## [3913] 0.037334126 0.038460744 0.027280668 0.012150434 0.026412307 0.024543027
## [3919] 0.023646000 0.033787661 0.008571429 0.098039216 0.027020202 0.019008442
## [3925] 0.017491169 0.006439185 0.024738632 0.023796204 0.025405405 0.015547416
## [3931] 0.039707071 0.053401361 0.024025157 0.019669670 0.018259847 0.017589264
## [3937] 0.019777778 0.011897547 0.037373737 0.032323232 0.044166667 0.009057596
## [3943] 0.017597513 0.001333333 0.025044663 0.018518854 0.020537634 0.029749907
## [3949] 0.014969192 0.028229665 0.022010916 0.036429937 0.022431060 0.030709877
## [3955] 0.010521398 0.062318841 0.023901833 0.017599068 0.021101928 0.005222734
## [3961] 0.039259259 0.011093074 0.033015873 0.015735853 0.005434783 0.017955889
## [3967] 0.020244755 0.028846154 0.014030074 0.011738458 0.009213483 0.026155811
## [3973] 0.022769886 0.014864865 0.043915344 0.034126984 0.104242424 0.023128655
## [3979] 0.019658120 0.012798697 0.062121212 0.021627971 0.009815547 0.011279570
## [3985] 0.034024526 0.010072239 0.027424242 0.014196078 0.024720163 0.033875153
## [3991] 0.010822511 0.007769424 0.020907736 0.023639456 0.017330846 0.025151515
## [3997] 0.036124031 0.027941176 0.020522573 0.053714286 0.034567901 0.014604028
## [4003] 0.032553517 0.007300316 0.029457364 0.018855633 0.047500000 0.016297591
## [4009] 0.004387373 0.075942002 0.020266667 0.022108499 0.043301833 0.007267442
## [4015] 0.029663609 0.064259259 0.009289617 0.029203072 0.047301587 0.015636704
## [4021] 0.023309001 0.016222222 0.022957516 0.014867424 0.007280349 0.056025641
## [4027] 0.010359477 0.023198706 0.029308735 0.053523810 0.012068966 0.003621070
## [4033] 0.036486486 0.023152976 0.005582418 0.014283416 0.005971036 0.012426564
## [4039] 0.003359173 0.019984285 0.014700317 0.013407291 0.027380952 0.005668016
## [4045] 0.044938272 0.011475964 0.039663918 0.021222361 0.051388889 0.014709835
## [4051] 0.006941639 0.023480257 0.003266621 0.017634750 0.033933258 0.015796946
## [4057] 0.013932981 0.031399417 0.017587302 0.021527778 0.025466200 0.031449275
## [4063] 0.057283951 0.004610177 0.015447154 0.007434641 0.014166667 0.031313131
## [4069] 0.044688645 0.036790123 0.013750000 0.016482015 0.020786749 0.014951401
## [4075] 0.012080406 0.013535432 0.021418440 0.020093774 0.039743590 0.025287356
## [4081] 0.015357143 0.020476926 0.045269841 0.020321470 0.004093567 0.017527555
## [4087] 0.045138889 0.018376068 0.017137357 0.005809793 0.019765654 0.055166667
## [4093] 0.005069124 0.027807876 0.026481990 0.018943089 0.021957672 0.082209406
## [4099] 0.026839827 0.025128205 0.017592593 0.018589744 0.020836197 0.009348691
## [4105] 0.000544218 0.019791667 0.031871345 0.023188406 0.007456140 0.019907407
## [4111] 0.008038828 0.019203175 0.012719298 0.020208333 0.018958927 0.005951258
## [4117] 0.075555556 0.020551802 0.020593939 0.008928986 0.032959184 0.012030075
## [4123] 0.012804878 0.020551320 0.018717242 0.005654762 0.028446662 0.014848485
## [4129] 0.026239965 0.015591693 0.027027580 0.022687466 0.016429608 0.018115942
## [4135] 0.013380361 0.017025608 0.008801049 0.011196593 0.046566820 0.019568765
## [4141] 0.012604407 0.008852259 0.015450311 0.035661897 0.037364341 0.037615417
## [4147] 0.017800000 0.023436807 0.046907359 0.026290598 0.033796296 0.006781609
## [4153] 0.009811828 0.019045831 0.062113617 0.028251029 0.017631698 0.027927974
## [4159] 0.014853801 0.012907268 0.015733333 0.009297190 0.026547619 0.062641723
## [4165] 0.022487296 0.008671329 0.006730769 0.061728395 0.015876540 0.029314358
## [4171] 0.021603376 0.030930013 0.016060606 0.017992979 0.047058824 0.015178571
## [4177] 0.030129179 0.019314057 0.060256410 0.012934783 0.027956989 0.033799534
## [4183] 0.015042735 0.026492375 0.033805229 0.039115224 0.022220854 0.034983766
## [4189] 0.012952381 0.028275862 0.032839506 0.038636364 0.002040816 0.026820988
## [4195] 0.014043584 0.017794258 0.022685492 0.006410256 0.013960708 0.036566293
## [4201] 0.039004329 0.047679739 0.019758242 0.010333333 0.014942529 0.018010753
## [4207] 0.015259259 0.030433925 0.020148947 0.035488294 0.045238095 0.013071895
## [4213] 0.007151775 0.027094017 0.012349829 0.032319508 0.012004543 0.016398799
## [4219] 0.010759765 0.027110844 0.007222222 0.046598240 0.027875244 0.076086957
## [4225] 0.044557823 0.023840580 0.012841597 0.025012117 0.017207792 0.022913324
## [4231] 0.008531746 0.026918020 0.017745098 0.005172414 0.015495489 0.044111040
## [4237] 0.035172414 0.017288630 0.012517824 0.012581699 0.022261905 0.143750000
## [4243] 0.012573099 0.021632395 0.029681426 0.017222222 0.043661654 0.016953816
## [4249] 0.012346041 0.011346726 0.012466437 0.019256933 0.031510604 0.007748918
## [4255] 0.021347061 0.013301282 0.048447205 0.018891527 0.022668819 0.018080480
## [4261] 0.032620545 0.011568627 0.009111111 0.015396825 0.024509804 0.014655172
## [4267] 0.016656739 0.057999382 0.017160494 0.025778523 0.054621849 0.007310889
## [4273] 0.019339623 0.121153846 0.008921569 0.014462070 0.009113578 0.015696203
## [4279] 0.011546722 0.043292683 0.014048347 0.031904762 0.041993382 0.018915344
## [4285] 0.040158730 0.007264957 0.072413793 0.017881096 0.024768116 0.012006861
## [4291] 0.032525253 0.023797619 0.080555556 0.088000000 0.024027460 0.019893450
## [4297] 0.013161376 0.007608395 0.017117117 0.019627539 0.023632241 0.034479167
## [4303] 0.046212121 0.012333333 0.032246377 0.014375000 0.019252583 0.012303523
## [4309] 0.032251082 0.015833333 0.028415080 0.012980504 0.018775510 0.061460507
## [4315] 0.025098039 0.032679739 0.006201550 0.036530612 0.037543860 0.010052910
## [4321] 0.050833333 0.015621340 0.004609929 0.032476190 0.005574489 0.010029112
## [4327] 0.006257147 0.014960902 0.007207729 0.015317559 0.022317022 0.005857488
## [4333] 0.003750000 0.018762198 0.023015873 0.044786325 0.012280702 0.013146819
## [4339] 0.011611098 0.025398570 0.020193811 0.009883721 0.010982424 0.012062937
## [4345] 0.036129032 0.017778905 0.014488017 0.010557237 0.005747126 0.025030224
## [4351] 0.030601093 0.024627040 0.020569813 0.025653595 0.010709751 0.010020661
## [4357] 0.038778999 0.077142857 0.023041703 0.014283502 0.013529215 0.016533333
## [4363] 0.012201868 0.014835979 0.034560698 0.024656643 0.013700977 0.020798504
## [4369] 0.029871795 0.005446194 0.027150538 0.017458333 0.014506173 0.018506494
## [4375] 0.012081072 0.027788462 0.020729167 0.015734266 0.041481481 0.014582448
## [4381] 0.056410256 0.013806160 0.009829060 0.017278044 0.033386243 0.033093378
## [4387] 0.006829256 0.005865824 0.024712644 0.017355372 0.010037879 0.011373326
## [4393] 0.021468927 0.025714286 0.033499444 0.041369348 0.042469796 0.029885057
## [4399] 0.010431717 0.042500000 0.019935588 0.028256171 0.032352941 0.016470588
## [4405] 0.023393841 0.020522088 0.031897436 0.010885984 0.037885297 0.010446429
## [4411] 0.035656214 0.008391608 0.024055759 0.018299320 0.028851852 0.030295699
## [4417] 0.010650662 0.007242234 0.024451608 0.026444444 0.006561181 0.031505682
## [4423] 0.009514500 0.007864356 0.012557561 0.010086083 0.005428571 0.020238095
## [4429] 0.022692308 0.017801418 0.021532091 0.085119048 0.020434783 0.037797619
## [4435] 0.011965890 0.015721509 0.007407748 0.039024390 0.025120773 0.019099099
## [4441] 0.031868132 0.028231293 0.021130090 0.023180221 0.028235129 0.012547833
## [4447] 0.029876364 0.012826797 0.043951451 0.019811321 0.016269841 0.025223356
## [4453] 0.014682540 0.012947658 0.015875182 0.011957672 0.014462810 0.011347518
## [4459] 0.010684624 0.017294686 0.009519461 0.019401736 0.026312057 0.028563870
## [4465] 0.038556068 0.031138344 0.020954545 0.014381271 0.018144023 0.012825542
## [4471] 0.003070175 0.030496867 0.022660099 0.007301587 0.068333333 0.023321123
## [4477] 0.005429293 0.064782609 0.055357143 0.014555556 0.017088608 0.019805195
## [4483] 0.009314826 0.010782459 0.022322606 0.016205882 0.044796184 0.004746377
## [4489] 0.022967480 0.017194337 0.025721669 0.016326531 0.021844997 0.015526696
## [4495] 0.015920398 0.018472224 0.056986532 0.012071651 0.022523524 0.015735624
## [4501] 0.007566642 0.010077519 0.015280206 0.012109705 0.016387521 0.026077098
## [4507] 0.020948132 0.020461310 0.017862319 0.036090226 0.021883469 0.022140924
## [4513] 0.004699538 0.017826087 0.018970588 0.017118644 0.029365079 0.029566569
## [4519] 0.018998410 0.019584736 0.023298140 0.060444444 0.018561894 0.029949875
## [4525] 0.013579188 0.010805067 0.032152607 0.004071111 0.017905405 0.018018018
## [4531] 0.017238095 0.019984651 0.013388945 0.019722222 0.030932814 0.004807692
## [4537] 0.016621622 0.038988095 0.008521303 0.041884498 0.029834711 0.034343434
## [4543] 0.005813008 0.025598706 0.051322751 0.040273973 0.021731397 0.018083333
## [4549] 0.013183349 0.027235772 0.021415475 0.025902778 0.033230985 0.009586466
## [4555] 0.021604938 0.017126354 0.029697173 0.022023810 0.024637681 0.023193277
## [4561] 0.019212627 0.031884058 0.011302211 0.018292063 0.018243793 0.014819782
## [4567] 0.011552302 0.021193830 0.034523810 0.014063940 0.033978772 0.039627660
## [4573] 0.029874687 0.040859466 0.006078431 0.029992691 0.019117647 0.027434310
## [4579] 0.034684685 0.025760906 0.027155172 0.025185185 0.014133333 0.013947368
## [4585] 0.027350427 0.004876543 0.018883894 0.011613896 0.008754209 0.013233522
## [4591] 0.015986395 0.021772308 0.031964286 0.024119048 0.017685455 0.006376263
## [4597] 0.013631606 0.024392801 0.016137507 0.027509158 0.024479167 0.029320988
## [4603] 0.019834499 0.021111111 0.017577031 0.020211611 0.016081238 0.026300970
## [4609] 0.019707705 0.026406456 0.019815044 0.010097087 0.028841026 0.010929463
## [4615] 0.029612768 0.008289956 0.000468384 0.096969697 0.020714286 0.026011023
## [4621] 0.016381748 0.018229167 0.085000000 0.012909664 0.015673400 0.022530582
## [4627] 0.018278388 0.012782022 0.016468927 0.022650186 0.024237631 0.018585538
## [4633] 0.015126050 0.014604116 0.007333333 0.017189707 0.040162037 0.022195122
## [4639] 0.011603935 0.040317460 0.028754539 0.014678030 0.018655904 0.028505395
## [4645] 0.010879630 0.028149920 0.022411525 0.019205169 0.013205032 0.013315530
## [4651] 0.012143626 0.017112135 0.008493590 0.050425170 0.019961874 0.016625310
## [4657] 0.005239899 0.016000807 0.014262023 0.010675991 0.032359307 0.002693603
## [4663] 0.029863649 0.022542075 0.035585586 0.011200631 0.021240391 0.034545686
## [4669] 0.030625000 0.047163947 0.034500000 0.032135417 0.003247863 0.046851852
## [4675] 0.008611111 0.024502924 0.008870523 0.011265083 0.027210884 0.021987823
## [4681] 0.039047619 0.038800000 0.026320008 0.007479289 0.017659574 0.015536555
## [4687] 0.034058957 0.025172414 0.014910394 0.023267327 0.021838687 0.030325203
## [4693] 0.016360941 0.020858475 0.023038462 0.016073781 0.031570985 0.023352993
## [4699] 0.023900203 0.012987013 0.011495239 0.027936058 0.015182880 0.025181135
## [4705] 0.018478261 0.023216783 0.026494505 0.024478493 0.058823529 0.011156463
## [4711] 0.029914530 0.033991575 0.027790836 0.014200442 0.030193184 0.042666157
## [4717] 0.006910299 0.069393939 0.025284123 0.028928571 0.024062504 0.009848144
## [4723] 0.014327278 0.027595628 0.023129252 0.011252834 0.029660100 0.038483516
## [4729] 0.018561873 0.025119048 0.021157516 0.017420532 0.012593985 0.022050322
## [4735] 0.023870968 0.025515152 0.018160173 0.016551980 0.027514124 0.015489592
## [4741] 0.008744589 0.020579710 0.014721408 0.067222222 0.016980377 0.042859175
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## [1191] 40.27815244 25.85442016 62.85326100 9.86964937 27.31414742
## [1196] 22.25592956 24.91845480 0.87504793 19.23268976 153.57769750
## [1201] 11.59522570 5.90440756 14.85337253 16.96712066 33.22292729
## [1206] 0.89849541 27.65096750 39.27673964 2.20997269 60.58437066
## [1211] 2.84831224 19.18310758 6.18921543 5.28700576 40.78047078
## [1216] 5.86043977 8.30490394 40.08238165 40.43578994 44.89345937
## [1221] 37.92414395 23.07581495 38.12368584 6.34463177 54.99509220
## [1226] 52.28594057 0.70208676 4.30762725 54.91911804 28.32886648
## [1231] 39.42556512 42.30391708 2.10185027 4.08394802 34.75023292
## [1236] 27.69500776 7.56292207 0.78090582 13.59420027 58.92417660
## [1241] 34.52221170 39.41924911 2.48002464 19.63031016 0.15216744
## [1246] 94.01683315 0.88848596 8.04958574 7.19882000 3.17042646
## [1251] 32.73373471 20.42600013 3.16408831 10.20777685 2.55114081
## [1256] 17.79528223 7.24875774 11.27546478 23.15073799 88.39170518
## [1261] 60.04472938 30.04921703 40.65972700 2.05188208 2.85203674
## [1266] 5.64799440 20.71678117 5.17710684 0.72018102 8.43520691
## [1271] 1.69696894 19.43795945 15.13596148 10.02470626 4.02799842
## [1276] 88.84365062 6.71129059 37.53469014 55.82099528 21.24191985
## [1281] 5.88595629 35.34967016 83.80837784 3.96093872 117.61659320
## [1286] 24.68624612 28.80119616 12.19588410 8.51722125 55.89978908
## [1291] 94.10360412 4.21536354 3.99674242 166.37355310 12.13602010
## [1296] 83.93274289 35.35631939 21.47899475 124.90458580 11.12205139
## [1301] 36.26141924 2.16946976 5.26819016 16.19731984 34.03997536
## [1306] 3.87058804 20.62387076 22.36033441 10.31930868 21.74067473
## [1311] 52.97841866 4.40657816 14.40305750 11.70316410 9.16303842
## [1316] 22.15399132 10.15253138 92.90417860 9.77521659 8.32672815
## [1321] 45.63345378 10.78699180 6.01267108 45.55270796 12.01221257
## [1326] 13.29131586 258.54987320 3.16569129 3.27121463 0.15482125
## [1331] 16.17228850 18.19675574 11.11383981 8.33917199 10.95661974
## [1336] 70.31635146 4.76032846 17.21022568 17.79812649 30.21969637
## [1341] 10.15064372 3.10401914 8.61122142 5.86624891 87.25396293
## [1346] 45.71146255 50.36347405 0.13920062 104.20122730 12.12586885
## [1351] 29.65880372 18.30205576 2.81247405 7.80633848 5.72136510
## [1356] 0.38472029 113.92934340 3.58663645 1.48374635 18.74860165
## [1361] 27.83116147 18.08644865 18.50321705 3.80104841 44.35972562
## [1366] 3.45938424 113.32386140 1.29823217 9.55062740 10.79250883
## [1371] 0.15065050 35.22837227 37.54741640 2.04513739 61.91792063
## [1376] 5.91534292 26.41021956 1.89194349 5.29201418 13.78150822
## [1381] 18.87145759 31.14097898 154.09553890 14.92784091 22.97728560
## [1386] 24.57349606 29.71496014 16.14887273 67.18378365 20.08902391
## [1391] 34.45943549 31.44363136 55.89978907 10.25950957 0.68291229
## [1396] 11.43180835 23.42271616 25.53300390 19.50605707 9.12860751
## [1401] 8.34275589 75.62994948 30.87227217 112.41412720 2.32126408
## [1406] 24.83718656 17.75267237 177.77145360 92.97624144 0.68533580
## [1411] 21.14016404 7.36509031 0.44703866 15.33867021 22.29319060
## [1416] 23.55043940 4.36518129 60.71287168 25.11150884 4.28674366
## [1421] 11.62063524 12.15713406 12.76490187 24.21760276 0.85836146
## [1426] 5.03440925 5.65927122 10.59553121 5.29026253 17.92983378
## [1431] 37.86167396 4.78307258 15.45198077 16.37978199 5.61370829
## [1436] 15.89480154 35.89140755 13.09195948 6.92982632 50.41116040
## [1441] 18.42740587 61.80843596 4.00117355 17.62211147 9.35278005
## [1446] 33.61787649 4.68307596 0.57978575 10.45977002 20.13907622
## [1451] 6.32447708 16.61211742 1.43522401 11.71746761 12.12257750
## [1456] 47.32661324 22.97507587 48.78806880 53.88782441 17.36252324
## [1461] 179.30729300 9.45344906 7.22441913 68.32050059 5.32974363
## [1466] 68.75226072 21.27271783 16.96885494 13.83791777 2.56848389
## [1471] 112.44062120 10.05190252 0.97580327 44.73610411 14.92797811
## [1476] 16.13470010 79.51302667 1.81635021 86.31034266 11.21330466
## [1481] 14.28629744 69.91439226 17.29676376 7.91345877 2.39528314
## [1486] 22.89972198 9.83618075 87.30695843 83.10114264 26.85210163
## [1491] 8.28511937 8.05249618 17.09528640 10.19295165 36.70369311
## [1496] 32.41773364 12.71367924 8.05223152 0.40823813 13.49047237
## [1501] 13.66308470 1.95255339 82.02143600 9.54251571 4.81894733
## [1506] 33.41173784 31.72080812 11.15668928 86.12351528 1.53353928
## [1511] 2.76705513 23.66358807 71.07435633 6.47676037 4.42805244
## [1516] 2.00164034 88.06848401 27.88924560 31.74373458 4.02332366
## [1521] 36.33496365 35.03953094 48.73081038 17.72722287 8.15436133
## [1526] 5.81815124 3.58298119 30.54596337 46.84856664 9.09821628
## [1531] 29.46284390 22.08032319 47.65907425 14.37785831 27.61615655
## [1536] 52.17313647 1.34213494 65.47265060 0.71462321 33.60744027
## [1541] 12.83702398 4.96452119 17.42324027 13.52088614 40.77935433
## [1546] 38.06520001 5.25128888 5.04632908 67.98927956 1.45383113
## [1551] 11.33037122 7.46846931 13.59007196 6.49444108 20.35484005
## [1556] 1.00204207 45.12532172 10.79674946 70.25958510 58.37208988
## [1561] 8.39128176 1.33251075 19.39995042 2.49131602 15.06586317
## [1566] 42.14163315 48.99526482 4.85962475 1.44476359 18.65904914
## [1571] 62.77367187 4.47783868 7.82683635 10.41358118 23.00459544
## [1576] 12.58722248 13.38353821 37.72031898 2.74971665 16.43725303
## [1581] 14.22049566 54.20146753 27.14408757 19.64189593 3.92827844
## [1586] 33.05509961 23.79060609 11.34860076 31.49043616 19.47465798
## [1591] 2.15909664 27.93478267 4.52963571 17.27062073 6.85414900
## [1596] 20.10126693 4.94571739 10.57326688 2.36883012 16.77416803
## [1601] 28.52919049 37.35725827 40.18975207 45.92878029 1.28856968
## [1606] 6.32260000 26.18180656 6.04720352 37.68626909 2.38596964
## [1611] 37.96905976 53.11442085 47.12454606 11.84059922 0.03803454
## [1616] 36.08245160 23.76322043 19.61979883 35.25541691 5.76741966
## [1621] 15.70942935 1.45392292 64.28793090 4.10766119 5.88766673
## [1626] 42.98453080 32.22252197 5.31610921 9.06308803 0.26809298
## [1631] 0.98110865 7.48051616 4.12743068 22.65617015 10.72449269
## [1636] 1.72586635 1.03375734 30.84751033 3.88523357 33.83646892
## [1641] 53.68539740 0.09862140 45.19820194 4.90908873 36.96220452
## [1646] 3.70979448 21.32413414 14.53547145 10.91124490 36.13790493
## [1651] 59.57182786 18.78186098 4.71893112 18.41056693 71.23156574
## [1656] 20.65287956 8.04107833 6.32869327 39.88966398 5.15026011
## [1661] 17.81649911 20.74935126 36.07906944 13.57270341 22.37276151
## [1666] 2.90865324 5.09191429 5.40893534 20.44064077 21.26632526
## [1671] 21.47142017 3.17966645 11.55399716 36.31643173 3.45487414
## [1676] 5.79089525 30.20357704 19.24405095 28.40448178 36.67229400
## [1681] 6.88718123 57.03508179 7.54214427 24.72209216 47.79177080
## [1686] 9.28454552 24.16451021 6.27768394 22.22165124 26.67428219
## [1691] 18.84993357 49.55482147 38.27331194 36.14032284 10.67716934
## [1696] 14.75943613 28.69843548 59.33984611 36.65735004 27.60143046
## [1701] 44.35848718 48.30461627 34.86423061 26.13036122 16.35155923
## [1706] 20.14579261 42.93595137 24.61778468 5.24586873 33.50211155
## [1711] 27.31510469 18.23386055 28.52395644 17.68865669 34.48748308
## [1716] 20.27555590 21.58031621 20.50348800 1.82747074 2.42745393
## [1721] 138.32083420 20.82613173 8.88767189 125.89390910 39.64975080
## [1726] 2.03927023 29.46208830 0.90637597 45.82834797 46.33991252
## [1731] 16.95907848 11.80891356 0.77531811 26.18852293 18.04114817
## [1736] 7.84853878 0.46840609 7.57047002 75.27712913 60.51988521
## [1741] 22.86584543 52.11335786 17.77043431 37.21183634 3.36406096
## [1746] 3.74015068 25.27760515 42.23025869 94.19490268 15.52703405
## [1751] 46.67852750 1.60801626 2.92416186 76.78094110 42.28127491
## [1756] 2.51497795 20.74810067 63.64653548 25.75263890 56.58021710
## [1761] 50.51764193 15.14864831 62.76294758 20.60235987 5.46424355
## [1766] 8.13727408 31.85608032 6.09989902 18.25059634 40.40144810
## [1771] 25.25564195 9.02274151 2.70251786 1.27140663 6.55623743
## [1776] 46.47480230 34.67841487 3.32286621 109.12115550 21.85958403
## [1781] 45.41882207 12.96520279 36.20031210 3.40143879 12.64606692
## [1786] 14.67198629 3.51285293 2.16480971 6.69365829 14.77221948
## [1791] 73.98253901 24.87208500 13.18554515 52.49862029 21.60180090
## [1796] 87.90296060 4.51110042 2.73435154 8.25808877 42.74590431
## [1801] 10.58098677 0.68098854 54.38258659 5.48289582 77.04199767
## [1806] 6.22999474 218.39519150 2.03839945 35.79969486 21.41943708
## [1811] 17.96069044 24.10206377 18.91607320 23.57537117 4.52832975
## [1816] 1.93549130 38.88816225 28.79847144 68.20038032 5.23722475
## [1821] 18.22304387 37.05600958 8.19192289 41.13336886 13.76473644
## [1826] 82.43263490 6.65133468 19.60551510 24.69983785 5.91438512
## [1831] 218.86490960 12.50325678 9.45890209 13.82316952 5.91145218
## [1836] 21.01746974 5.69858548 26.38074656 1.96359243 8.52454892
## [1841] 6.70944014 30.21878011 72.43846009 9.42936248 17.50624004
## [1846] 48.01365490 13.25001247 6.66423912 17.79456354 33.44471217
## [1851] 7.20120928 13.13492027 3.17818343 12.58590538 2.62690908
## [1856] 73.35866939 2.64762007 59.61184150 21.05431578 69.46175766
## [1861] 6.66492772 41.21691540 14.49431487 25.75735474 10.11599409
## [1866] 21.88856759 125.96174900 21.83420125 52.28491058 9.59484680
## [1871] 68.88769355 5.73160780 7.26703421 2.32566380 360.95338390
## [1876] 31.48142512 68.91364255 108.90898840 13.91832377 50.09121868
## [1881] 23.63939460 34.15414773 30.68883081 25.19297315 102.49221880
## [1886] 54.12171400 3.33383554 49.72830378 2.62734720 14.58941181
## [1891] 1.81848081 29.04476648 76.05518858 13.91276554 15.15643787
## [1896] 23.51024736 14.12736980 47.44850792 2.21702940 47.99199256
## [1901] 4.35051374 14.78162714 32.88667049 8.59748605 59.21256014
## [1906] 14.54270238 10.74211393 12.80819078 8.40316370 5.21469099
## [1911] 255.56915790 44.98081787 3.92032161 38.92648303 33.11000268
## [1916] 14.11909834 9.08476780 2.98241094 8.50558665 51.00308169
## [1921] 17.53927855 9.24228603 1.79107248 20.59247080 0.74294274
## [1926] 42.62274459 12.22605425 16.68711526 4.76054860 3.50753225
## [1931] 57.48364657 44.92362122 8.89861869 3.27774457 19.73335395
## [1936] 14.59072178 1.58932982 62.33035594 15.34988580 68.19740180
## [1941] 1.10444023 3.94042276 111.51138020 3.32266036 6.06442570
## [1946] 19.27621155 17.78585727 6.49391045 7.51342637 9.96444422
## [1951] 60.07483189 14.88419318 6.04871414 21.23960367 17.50632106
## [1956] 27.97007005 11.97037051 41.67536194 12.74039337 9.13138680
## [1961] 10.36159616 32.09724943 4.11339133 43.03066045 42.19732111
## [1966] 10.73461716 3.37306297 66.57412378 51.36077038 55.01131298
## [1971] 1.59780347 6.75096825 16.74209908 7.15007324 20.06500939
## [1976] 7.89093194 7.44824287 43.99403085 87.94459488 1.30768232
## [1981] 50.07598981 7.31189222 17.53361640 13.77521629 19.18108767
## [1986] 5.36441927 23.53105656 127.30801480 95.35469341 7.93528593
## [1991] 7.32900896 14.14050684 61.20406619 81.19520286 45.15513521
## [1996] 44.12861840 8.95865223 38.60204838 26.98362279 16.35594008
## [2001] 22.95499447 6.01756394 3.02657170 6.99276781 70.33953705
## [2006] 23.82324931 9.22124302 15.26399679 37.59646822 5.31230023
## [2011] 18.60589711 14.67222588 1.52957051 5.77298283 0.62451039
## [2016] 29.62188989 361.76374190 48.60947890 4.77091036 86.57772177
## [2021] 27.03986205 10.69237969 23.51599702 143.47667830 14.50274386
## [2026] 20.11392747 32.41417040 128.82786910 21.23244876 18.61684302
## [2031] 57.06546413 100.16556780 4.21336420 48.66071756 45.58268367
## [2036] 1.60682572 28.18955966 11.01940759 20.66724590 6.73374475
## [2041] 9.44292706 24.54706296 1.48321094 25.04441774 4.14145881
## [2046] 21.21126550 22.92341151 1.53931845 10.37175846 8.89683697
## [2051] 8.53392846 131.50404380 3.17906360 4.19533518 17.60939304
## [2056] 65.29516039 4.51107876 10.66936985 13.63692586 6.02352321
## [2061] 44.20382094 7.51897976 6.88976600 68.25870800 19.34978396
## [2066] 44.33548922 17.06291074 108.08938730 14.85051676 17.47671530
## [2071] 3.85165321 15.95538838 8.75404518 9.13733131 23.56763550
## [2076] 5.53990018 1.03529974 88.95486906 23.87050540 5.60638277
## [2081] 18.88360212 97.99220660 93.52994426 3.69613604 68.25041784
## [2086] 78.19779587 14.16739222 2.20900337 64.81173101 15.98803400
## [2091] 32.56725746 10.51901813 9.29401198 5.16809960 67.39709637
## [2096] 1.94305851 7.07242997 4.49558509 8.04576773 38.74833630
## [2101] 5.00765405 2.81553938 0.78027740 46.30806300 19.10349568
## [2106] 5.85066543 28.11635484 41.64625944 14.38546841 12.45078371
## [2111] 65.74605279 13.97504830 38.26667925 14.10739957 12.30811748
## [2116] 59.75418351 38.00063931 18.08361086 32.32493691 10.13196440
## [2121] 11.70614611 36.54680355 13.11682830 48.66217061 1.98455579
## [2126] 25.82676446 13.89178731 77.10821943 7.18034830 167.23083360
## [2131] 29.88386066 25.00423187 15.56462164 2.58002833 19.51010101
## [2136] 17.63434621 4.00706550 24.75265330 4.11585359 19.03391341
## [2141] 15.27655756 42.77521970 4.84736534 62.93549178 77.25951671
## [2146] 1.62505103 29.76290794 64.25350176 17.02873771 5.93133285
## [2151] 5.77097316 8.66528092 9.33174418 20.15710234 3.65172635
## [2156] 3.83607993 34.98992634 23.66458710 21.74053053 3.35943565
## [2161] 8.96074793 32.90611766 12.32661404 32.81205711 28.03795985
## [2166] 71.38981221 7.94536829 25.21523293 0.25272174 84.87572674
## [2171] 9.05546589 57.31589130 6.19428782 13.90010917 9.58116220
## [2176] 16.15855820 7.98343864 8.27583441 9.64106746 111.26299390
## [2181] 14.13747520 14.69960115 9.83635802 7.29688907 79.48403933
## [2186] 10.57361945 1.57342323 51.75775772 43.89691103 7.23107478
## [2191] 8.17472868 50.17693633 30.81857956 5.05214596 17.98756852
## [2196] 103.06108270 2.63807466 5.04016763 10.38894380 19.37005896
## [2201] 20.79483821 81.33444100 120.58791400 12.48912129 5.28608849
## [2206] 8.83802729 11.73221807 76.79104650 1.79545100 27.77725875
## [2211] 16.87878625 115.78194710 3.94173614 88.80448992 4.97021981
## [2216] 72.06822266 16.97962310 5.66745092 6.06233016 1.77749255
## [2221] 2.44215346 8.78897640 103.14028990 86.79082569 14.62413644
## [2226] 18.16617631 13.24667166 58.20233822 46.21605051 13.49031898
## [2231] 0.54881135 22.42576795 30.60955642 3.73031831 5.79302679
## [2236] 8.05583400 24.28901413 61.58171224 27.97341787 67.02771302
## [2241] 15.39534668 11.65798375 10.82357287 44.69642794 8.96944797
## [2246] 9.58156105 0.68656523 1.84291362 4.48558474 23.00194502
## [2251] 0.24515290 13.68108942 60.62885042 1.56018416 31.38886179
## [2256] 18.16953570 18.85086521 6.78695894 13.13078340 3.18749506
## [2261] 24.80248887 78.12165404 43.71856886 1.11415018 11.37726052
## [2266] 105.26097200 12.36126667 27.75787044 5.75121904 2.54795624
## [2271] 9.50949249 12.58179402 17.22281788 2.38197116 34.97250838
## [2276] 13.38149414 48.45370723 32.02019010 20.88414313 5.55251729
## [2281] 3.46444407 0.30531206 33.69233226 5.52378230 1.25743891
## [2286] 14.14084367 43.77424082 1.18073661 77.80158800 60.42298474
## [2291] 8.21617792 83.96813664 5.90747594 32.59864309 2.76959892
## [2296] 25.05062136 25.76598645 17.60269465 59.42458922 21.47448516
## [2301] 8.44235219 16.98117776 35.60912359 77.66478213 16.81772593
## [2306] 128.46869390 55.46963196 56.72227169 55.31956658 14.99601118
## [2311] 34.60160214 5.73053929 12.36004300 10.59423174 18.26940096
## [2316] 57.82473775 37.02263046 59.51850423 42.70505393 68.84905671
## [2321] 14.78422174 25.03946022 41.67776195 15.75636267 60.73155753
## [2326] 0.33523237 52.38420388 6.19058208 54.16451768 89.13481061
## [2331] 8.42192143 21.10579025 20.50963783 43.20756866 17.54619116
## [2336] 1.37270775 0.09354695 27.03298037 17.78922266 14.74449646
## [2341] 33.85339122 177.52882520 35.25420124 5.47387497 11.68031490
## [2346] 56.17738060 23.30000662 119.89433270 17.85338057 8.92090078
## [2351] 17.43149651 22.82159308 9.26982796 4.74162606 13.93940910
## [2356] 14.45829487 42.42253100 40.01028435 8.02486573 25.74700712
## [2361] 40.51760545 26.09995422 32.38852793 23.59811637 15.84839963
## [2366] 45.96751050 10.12959599 52.74177636 4.64650321 5.69871104
## [2371] 10.09867780 38.19240444 10.06743570 52.03463312 11.93318810
## [2376] 60.26309658 3.54631555 3.61382908 14.15437174 1.46969325
## [2381] 112.66613650 12.09622118 97.19657367 9.41934649 7.05333500
## [2386] 287.95379280 51.27258615 7.96397642 214.30666270 25.12339065
## [2391] 63.14985950 64.95645099 14.52186250 3.83397413 16.04403014
## [2396] 0.85050952 36.86701770 5.39176749 2.90787934 13.55041394
## [2401] 31.63684138 2.61306279 18.12700440 13.43133991 5.29198915
## [2406] 9.96425581 16.61144026 47.83758971 18.71641694 18.21579469
## [2411] 5.90929503 12.99938379 12.07905093 5.71562257 15.15104830
## [2416] 34.85660705 7.05992985 56.31760103 89.29548670 140.66213660
## [2421] 18.58457770 3.70161889 29.34770837 34.29431289 12.00869742
## [2426] 5.37674059 5.15780368 16.72936970 2.52721748 13.26221446
## [2431] 6.13598245 25.57242933 9.69917706 7.49715506 16.58165201
## [2436] 61.61833364 11.65996434 9.65025004 28.41708136 8.67134407
## [2441] 1.12514606 45.46426090 4.28967886 60.62238300 53.73655336
## [2446] 33.86849093 93.77761706 151.56505230 54.10230816 54.04869560
## [2451] 52.67778465 5.13391185 12.02904527 2.13632558 22.45841786
## [2456] 3.66377788 3.96030630 1.38579184 16.27511574 42.22150549
## [2461] 3.86863332 14.02863873 39.48337116 22.13419743 49.01323885
## [2466] 40.42327574 38.19067209 19.66912605 32.43717827 12.20780052
## [2471] 49.36350729 3.80128899 23.73891130 5.00266978 6.42575764
## [2476] 3.50497054 60.01343064 42.26791822 27.97632918 32.22246226
## [2481] 18.08071442 26.41113767 27.79149135 23.27552205 12.60913229
## [2486] 26.25948159 27.86366003 13.28070081 21.96462420 32.31711630
## [2491] 44.06491359 41.42209500 14.18391563 136.93795800 67.26616125
## [2496] 14.57483754 25.10043261 11.77908986 17.46396119 41.53706414
## [2501] 23.18305163 29.38287135 76.79037287 10.21771151 3.18693501
## [2506] 34.79013586 90.92852170 7.90737955 14.96948769 2.51591586
## [2511] 24.07951908 13.18501000 7.99490429 10.90023366 19.29866138
## [2516] 64.41616070 8.83351003 21.81920724 11.10333103 4.59675105
## [2521] 54.76629511 46.62801597 48.92856443 62.83957669 6.42074610
## [2526] 81.75845837 48.60623685 14.94379331 27.07846934 3.72653023
## [2531] 62.40576241 18.07802206 16.43784656 0.78959179 1.26665917
## [2536] 55.56967560 1.77336933 6.64191142 3.01402558 15.38432962
## [2541] 9.69415407 40.65671234 39.59436227 18.13388282 4.78972262
## [2546] 17.15249937 0.65178181 47.99566725 83.78651166 39.75249992
## [2551] 38.33994350 1.99078867 12.94438665 28.11367347 4.80330573
## [2556] 44.44361400 18.85445822 87.74978701 37.42337649 62.51664293
## [2561] 32.13922216 77.97458009 10.05608631 16.96317099 40.18448790
## [2566] 3.72874257 75.50833257 9.90514375 6.24539781 21.39566828
## [2571] 7.86898095 63.93506419 8.88664853 14.13268846 6.02885410
## [2576] 8.84568953 61.07207396 4.28030220 16.64099403 51.86660251
## [2581] 62.86831138 11.32556227 3.22226170 36.95500632 32.91300914
## [2586] 22.31126324 45.05554866 19.78456264 21.03233592 5.77478516
## [2591] 23.33239205 46.06937312 270.78469310 3.01218182 1.02255058
## [2596] 9.19398922 4.47029769 2.35643729 20.32548134 141.45905380
## [2601] 26.65415979 30.83748589 57.59075850 41.13433129 0.95193375
## [2606] 7.47738811 5.87300079 20.04842101 4.07492100 15.63731434
## [2611] 3.05990612 0.60223282 39.29216261 34.14841957 10.53591515
## [2616] 26.45046371 34.27708553 38.83384563 5.93200901 1.45186786
## [2621] 28.16893067 92.93949930 6.70890060 4.45266449 1.17898995
## [2626] 19.31425101 0.06704955 3.30305997 9.82911458 27.61403036
## [2631] 13.64300463 12.18867006 16.16057924 22.02071582 2.27035806
## [2636] 5.56027054 56.57877343 16.43637285 7.52115503 69.71321410
## [2641] 15.10854300 6.89823246 41.55801982 11.07703164 5.45243266
## [2646] 42.83887416 2.78093778 226.67770170 38.41401623 40.72562976
## [2651] 60.97758829 116.33786520 4.48567854 9.47291436 21.38257580
## [2656] 13.20331045 8.80513896 0.81830655 9.07868162 46.77831787
## [2661] 17.28402947 9.00531078 11.30850046 16.32930757 11.62573653
## [2666] 19.56746389 77.64914484 33.31220592 39.03844200 5.14592887
## [2671] 7.20930512 2.12273186 5.64868813 30.30681247 2.82745293
## [2676] 7.01475344 50.81417971 11.62288468 64.72238907 8.48295152
## [2681] 17.49721917 81.02729581 6.47920626 5.46809350 8.46638476
## [2686] 133.28137860 3.45107211 31.81967723 1.24007111 10.22993737
## [2691] 42.03044096 28.12876638 8.08665706 97.86083623 11.61864445
## [2696] 36.39286104 18.67564853 7.14760377 44.21979406 39.51980679
## [2701] 1.58247315 78.81172527 3.68540082 12.24171745
##
## $SpecialDay
## [1] 0.0 0.4 0.8 1.0 0.2 0.6
##
## $Month
## [1] "Feb" "Mar" "May" "Oct" "June" "Jul" "Aug" "Nov" "Sep" "Dec"
##
## $OperatingSystems
## [1] 1 2 4 3 7 6 8 5
##
## $Browser
## [1] 1 2 3 4 5 6 7 10 8 9 12 13 11
##
## $Region
## [1] 1 9 2 3 4 5 6 7 8
##
## $TrafficType
## [1] 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 18 19 16 17 20
##
## $VisitorType
## [1] "Returning_Visitor" "New_Visitor" "Other"
##
## $Weekend
## [1] FALSE TRUE
##
## $Revenue
## [1] FALSE TRUEJune is not in the same format as the other months
# We will replace June with Jun
ecomm.df$Month[ecomm.df$Month == "June"] <- "Jun"
# Confirm changes made
unique(ecomm.df$Month)## [1] "Feb" "Mar" "May" "Oct" "Jun" "Jul" "Aug" "Nov" "Sep" "Dec"# Checking for outliers in our numerical variables
boxplot(ecomm.df[, c(1,2)])
# Checking for outliers in our numerical variables
boxplot(ecomm.df[, c(3,4)])
# Checking for outliers in our numerical variables
boxplot(ecomm.df[, c(5,6)])
# Checking for outliers in our numerical variables
boxplot(ecomm.df[, c(7,8)])
# Checking for outliers in our numerical variables
boxplot(ecomm.df[, c(9,10)])
There is presence of outliers in all our numerical variables but we will
proceed without deleting them
Univariate Analysis
# Bar chart on revenue
gg.1 <- ggplot (data = ecomm.df, aes(x= Revenue)) +
geom_bar(fill = "cornflowerblue")
gg.1 + ggtitle("Bar chart on Revenue")
Most visitors to the website did not make purchases
# Bar chart on month
gg.2 <- ggplot (data = ecomm.df, aes(x= Month)) +
geom_bar(fill = "cornflowerblue")
gg.2 + ggtitle("Bar chart on Months")
The month with the most visits is May followed my November
# Bar chart on Weekend
gg.3 <- ggplot (data = ecomm.df, aes(x= Weekend)) +
geom_bar(fill = "cornflowerblue")
gg.3 + ggtitle("Bar chart on Weekend")
Most visits on the website happened on weekdays
# Bar chart on Visitor type
gg.4 <- ggplot (data = ecomm.df, aes(x= VisitorType)) +
geom_bar(fill = "cornflowerblue")
gg.4 + ggtitle("Bar chart on Visitor Type")
Most visits are from returning visitors
# Bar chart on Traffic type
gg.5 <- ggplot (data = ecomm.df, aes(x=TrafficType)) +
geom_bar(fill = "cornflowerblue")
gg.5 + ggtitle("Bar chart on Traffic Type")
Most popular traffic type is 3
# Bar chart on Region
gg.6 <- ggplot (data = ecomm.df, aes(x= Region)) +
geom_bar(fill = "cornflowerblue")
gg.6 + ggtitle("Bar chart on Region")
Most popular region is 1
# Bar chart on Browser
gg.7 <- ggplot (data = ecomm.df, aes(x= Browser)) +
geom_bar(fill = "cornflowerblue")
gg.7 + ggtitle("Bar chart on Browser")
Most popular browser is 2
# Bar chart on Operating system
gg.8 <- ggplot (data = ecomm.df, aes(x=OperatingSystems)) +
geom_bar(fill = "cornflowerblue")
gg.8 + ggtitle("Bar chart on Operating system")
Most popular operating system is 2
# Frequency chart on Administrative
freq.1 <- table(ecomm.df$Administrative)
head(sort(freq.1, decreasing = T))##
## 0 1 2 3 4 5
## 5637 1354 1114 915 765 575# Frequency chart on Administrative Duration
freq.2 <- table(ecomm.df$Administrative_Duration)
head(sort(freq.2, decreasing = T))##
## 0 4 5 7 11 6
## 5740 56 53 45 42 41# Frequency chart on informational
freq.3 <- table(ecomm.df$Informational)
head(sort(freq.3, decreasing = T))##
## 0 1 2 3 4 5
## 9569 1041 727 380 222 99# Frequency chart on Informational duration
freq.4 <- table(ecomm.df$Informational_Duration)
head(sort(freq.4, decreasing = T))##
## 0 -1 9 6 7 10
## 9762 33 33 26 26 26# Frequency chart on Product related
freq.5 <- table(ecomm.df$ProductRelated)
head(sort(freq.5, decreasing = T))##
## 1 3 2 4 6 7
## 514 456 454 400 395 391# Frequency chart on Product related duration
freq.6 <- table(ecomm.df$ProductRelated_Duration)
head(sort(freq.6, decreasing = T))##
## 0 -1 17 8 11 15
## 602 33 21 17 17 16# Frequency chart on Bounce rates
freq.7 <- table(ecomm.df$BounceRates)
head(sort(freq.7, decreasing = T))##
## 0 0.2 0.066666667 0.028571429 0.05 0.033333333
## 5510 580 134 115 112 101# Frequency chart on Exit rates
freq.8 <- table(ecomm.df$ExitRates)
head(sort(freq.8, decreasing = T))##
## 0.2 0.1 0.05 0.033333333 0.066666667 0.025
## 589 337 326 290 267 224# Frequency chart on Page values
freq.9 <- table(ecomm.df$PageValues)
head(sort(freq.9, decreasing = T))##
## 0 53.988 42.29306752 6.221045455 9.0847678 10.99901844
## 9469 6 3 2 2 2# Frequency chart on Special day
freq.10 <- table(ecomm.df$SpecialDay)
head(sort(freq.10, decreasing = T))##
## 0 0.6 0.8 0.4 0.2 1
## 10950 350 324 243 178 154# Identify the mean, median, min, max and quantile of our numerical variables
summary(ecomm.df[,c(1:10)])## Administrative Administrative_Duration Informational
## Min. : 0.00 Min. : -1.00 Min. : 0.0000
## 1st Qu.: 0.00 1st Qu.: 0.00 1st Qu.: 0.0000
## Median : 1.00 Median : 9.00 Median : 0.0000
## Mean : 2.34 Mean : 81.68 Mean : 0.5088
## 3rd Qu.: 4.00 3rd Qu.: 94.75 3rd Qu.: 0.0000
## Max. :27.00 Max. :3398.75 Max. :24.0000
## Informational_Duration ProductRelated ProductRelated_Duration
## Min. : -1.00 Min. : 0.00 Min. : -1.0
## 1st Qu.: 0.00 1st Qu.: 8.00 1st Qu.: 193.6
## Median : 0.00 Median : 18.00 Median : 609.5
## Mean : 34.84 Mean : 32.06 Mean : 1207.5
## 3rd Qu.: 0.00 3rd Qu.: 38.00 3rd Qu.: 1477.6
## Max. :2549.38 Max. :705.00 Max. :63973.5
## BounceRates ExitRates PageValues SpecialDay
## Min. :0.00000 Min. :0.00000 Min. : 0.000 Min. :0.00000
## 1st Qu.:0.00000 1st Qu.:0.01422 1st Qu.: 0.000 1st Qu.:0.00000
## Median :0.00293 Median :0.02500 Median : 0.000 Median :0.00000
## Mean :0.02045 Mean :0.04150 Mean : 5.952 Mean :0.06197
## 3rd Qu.:0.01667 3rd Qu.:0.04848 3rd Qu.: 0.000 3rd Qu.:0.00000
## Max. :0.20000 Max. :0.20000 Max. :361.764 Max. :1.00000# We'll also check the mode of our numerical variables
mode <- function(x) {
u <- unique(x)
tab <- tabulate(match(x, u))
u[tab == max(tab)]
}
print("Mode of administrative is:")## [1] "Mode of administrative is:"mode(ecomm.df$Administrative)## [1] 0print("Mode of Administrative Duration is:")## [1] "Mode of Administrative Duration is:"mode(ecomm.df$Administrative_Duration)## [1] 0print("Mode of Informational is:")## [1] "Mode of Informational is:"mode(ecomm.df$Informational)## [1] 0print("Mode ofInformational Duration is:")## [1] "Mode ofInformational Duration is:"mode(ecomm.df$Informational_Duration)## [1] 0print("Mode of Product Related is:")## [1] "Mode of Product Related is:"mode(ecomm.df$ProductRelated)## [1] 1print("Mode of Product Related Duration is:")## [1] "Mode of Product Related Duration is:"mode(ecomm.df$ProductRelated_Duration)## [1] 0print("Mode of Bounce Rates is:")## [1] "Mode of Bounce Rates is:"mode(ecomm.df$BounceRates)## [1] 0print("Mode of Exit Rates is:")## [1] "Mode of Exit Rates is:"mode(ecomm.df$ExitRates)## [1] 0.2print("Mode of Page Values is:")## [1] "Mode of Page Values is:"mode(ecomm.df$PageValues)## [1] 0print("Mode of Special Day is:")## [1] "Mode of Special Day is:"mode(ecomm.df$SpecialDay)## [1] 0# Check the variance
print("Variance of administrative is:")## [1] "Variance of administrative is:"var(ecomm.df$Administrative)## [1] 11.09457print("Variance of Administrative Duration is:")## [1] "Variance of Administrative Duration is:"var(ecomm.df$Administrative_Duration)## [1] 31516.25print("Variance of Informational is:")## [1] "Variance of Informational is:"var(ecomm.df$Informational)## [1] 1.62771print("Variance ofInformational Duration is:")## [1] "Variance ofInformational Duration is:"var(ecomm.df$Informational_Duration)## [1] 20010.51print("Variance of Product Related is:")## [1] "Variance of Product Related is:"var(ecomm.df$ProductRelated)## [1] 1989.241print("Variance of Product Related Duration is:")## [1] "Variance of Product Related Duration is:"var(ecomm.df$ProductRelated_Duration)## [1] 3686121print("Variance of Bounce Rates is:")## [1] "Variance of Bounce Rates is:"var(ecomm.df$BounceRates)## [1] 0.002061387print("Variance of Exit Rates is:")## [1] "Variance of Exit Rates is:"var(ecomm.df$ExitRates)## [1] 0.0021388print("Variance of Page Values is:")## [1] "Variance of Page Values is:"var(ecomm.df$PageValues)## [1] 348.1132print("Variance of Special Day is:")## [1] "Variance of Special Day is:"var(ecomm.df$SpecialDay)## [1] 0.03988432# Check the skewness of our variables
library(moments)
print("The skewness of our variables:")## [1] "The skewness of our variables:"sapply(ecomm.df[,c(1:10)],skewness)## Administrative Administrative_Duration Informational
## 1.946248 5.590210 4.013451
## Informational_Duration ProductRelated ProductRelated_Duration
## 7.537435 4.332134 7.251403
## BounceRates ExitRates PageValues
## 3.152874 2.233125 6.348663
## SpecialDay
## 3.284481Our variables are highly skewed
# Check the kurtosis of our variables
print("The kurtosis of our variables:")## [1] "The kurtosis of our variables:"sapply(ecomm.df[,c(1:10)],kurtosis)## Administrative Administrative_Duration Informational
## 7.636106 53.093885 29.642540
## Informational_Duration ProductRelated ProductRelated_Duration
## 78.464088 34.049027 139.590792
## BounceRates ExitRates PageValues
## 12.255064 7.624252 67.940307
## SpecialDay
## 12.786054Most of our variables have heavy tails
# Plot histograms of our numeric variables
par(mfcol=c(2,2))
hist(ecomm.df$Administrative, col = "cornflowerblue", main = "Administrative")
hist(ecomm.df$Administrative_Duration, col = "cornflowerblue",
main = "AdministrativeDuration")
hist(ecomm.df$Informational, col = "cornflowerblue", main="Informational")
hist(ecomm.df$Informational_Duration, col = "cornflowerblue",
main ="Informational Duration")
# Plot histograms of our numeric variables
par(mfcol=c(2,2))
hist(ecomm.df$ProductRelated, col = "cornflowerblue", main = "Product Related")
hist(ecomm.df$ProductRelated_Duration, col = "cornflowerblue", main = "ProductRelated_Duration")
hist(ecomm.df$BounceRates, col = "cornflowerblue", main = "Bounce Rates")
# Plot histograms of our numeric variables
par(mfcol=c(2,2))
hist(ecomm.df$ExitRates, col = "cornflowerblue",main ="Exit Rates")
hist(ecomm.df$PageValues, col = "cornflowerblue", main="Page Value")
hist(ecomm.df$SpecialDay, col = "cornflowerblue", main="Special Day")
Our variables are positively skewed
Bivariate analysis
# Assess the correlation of our numerical variables
cor(ecomm.df[,c(1:10)])## Administrative Administrative_Duration Informational
## Administrative 1.00000000 0.60040965 0.37528761
## Administrative_Duration 0.60040965 1.00000000 0.30143630
## Informational 0.37528761 0.30143630 1.00000000
## Informational_Duration 0.25478602 0.23718986 0.61867795
## ProductRelated 0.42819151 0.28678391 0.37260472
## ProductRelated_Duration 0.37102722 0.35351379 0.38608372
## BounceRates -0.21366664 -0.13733340 -0.10950530
## ExitRates -0.31127413 -0.20202445 -0.15956681
## PageValues 0.09692097 0.06616837 0.04739015
## SpecialDay -0.09707210 -0.07473689 -0.04937677
## Informational_Duration ProductRelated
## Administrative 0.25478602 0.42819151
## Administrative_Duration 0.23718986 0.28678391
## Informational 0.61867795 0.37260472
## Informational_Duration 1.00000000 0.27906195
## ProductRelated 0.27906195 1.00000000
## ProductRelated_Duration 0.34658069 0.86030819
## BounceRates -0.07015947 -0.19351577
## ExitRates -0.10293268 -0.28616321
## PageValues 0.03006416 0.05411549
## SpecialDay -0.03129304 -0.02593062
## ProductRelated_Duration BounceRates ExitRates
## Administrative 0.37102722 -0.21366664 -0.3112741
## Administrative_Duration 0.35351379 -0.13733340 -0.2020245
## Informational 0.38608372 -0.10950530 -0.1595668
## Informational_Duration 0.34658069 -0.07015947 -0.1029327
## ProductRelated 0.86030819 -0.19351577 -0.2861632
## ProductRelated_Duration 1.00000000 -0.17437550 -0.2453340
## BounceRates -0.17437550 1.00000000 0.9033582
## ExitRates -0.24533401 0.90335819 1.0000000
## PageValues 0.05084062 -0.11599198 -0.1735715
## SpecialDay -0.03821065 0.08783999 0.1167838
## PageValues SpecialDay
## Administrative 0.09692097 -0.09707210
## Administrative_Duration 0.06616837 -0.07473689
## Informational 0.04739015 -0.04937677
## Informational_Duration 0.03006416 -0.03129304
## ProductRelated 0.05411549 -0.02593062
## ProductRelated_Duration 0.05084062 -0.03821065
## BounceRates -0.11599198 0.08783999
## ExitRates -0.17357154 0.11678376
## PageValues 1.00000000 -0.06453271
## SpecialDay -0.06453271 1.00000000# Load and install heatmaply package
library(heatmaply)## Loading required package: plotly##
## Attaching package: 'plotly'## The following object is masked from 'package:ggplot2':
##
## last_plot## The following object is masked from 'package:stats':
##
## filter## The following object is masked from 'package:graphics':
##
## layout## Loading required package: viridis## Loading required package: viridisLite##
## ======================
## Welcome to heatmaply version 1.3.0
##
## Type citation('heatmaply') for how to cite the package.
## Type ?heatmaply for the main documentation.
##
## The github page is: https://github.com/talgalili/heatmaply/
## Please submit your suggestions and bug-reports at: https://github.com/talgalili/heatmaply/issues
## You may ask questions at stackoverflow, use the r and heatmaply tags:
## https://stackoverflow.com/questions/tagged/heatmaply
## ======================# plotting corr heatmap
heatmaply_cor(x = cor(ecomm.df[,1:10]), xlab = "Features",
ylab = "Features", k_col = 2, k_row = 2)There is a strong positive correlation between Exit rates and Bounce rates There is a moderate positive correlation between Administrative duration and Administrative There is a strong positive correlation between Product Related duration and Product related There is a moderate positive correlation between Informational duration and Informational
# Plot a pairplot
pairs(ecomm.df[,1:10])
# Bar chart of Month vs Revenue
ggplot(ecomm.df, aes(Month, fill=Revenue)) + geom_bar(position = "dodge") +
ggtitle("Bar chart of Month vs Revenue")
Most purchases were made in November. This makes sense because of the
festive season in December
# Bar chart of Weekend vs Revenue
ggplot(ecomm.df, aes(Weekend, fill=Revenue)) + geom_bar(position = "dodge")+
ggtitle("Bar chart of Weekend vs Revenue")
Most purchases were made on weekdays
# Bar chart of Visitor type vs Revenue
ggplot(ecomm.df, aes(VisitorType, fill=Revenue)) + geom_bar(position = "dodge")+
ggtitle("Bar chart of Visitor type vs Revenue")
Most purchases were made by Returning visitors
# Bar chart of Traffic type vs Revenue
ggplot(ecomm.df, aes(TrafficType, fill=Revenue)) + geom_bar(position = "dodge")+
ggtitle("Bar chart of Traffic type vs Revenue")
Most purchases were made by traffic type 2
# Bar chart of Region vs Revenue
ggplot(ecomm.df, aes(Region, fill=Revenue)) + geom_bar(position = "dodge")+
ggtitle("Bar chart of Region vs Revenue")
Most purchases were made by people from region 1
# Bar chart of Browser vs Revenue
ggplot(ecomm.df, aes(Browser, fill=Revenue)) + geom_bar(position = "dodge")+
ggtitle("Bar chart of Browser vs Revenue")
Most purchases were made from browser 2
# Bar chart of Operating system vs Revenue
ggplot(ecomm.df, aes(OperatingSystems, fill=Revenue)) + geom_bar(position =
"dodge")+
ggtitle("Bar chart of Operating system vs Revenue")
Most purchases were made from Operating system 2
Unsupervised Learning
# We will start with converting our categorical data to numerical data type
# Convert our variables to factor datatype
ecomm.df$Month <- as.factor(ecomm.df$Month)
ecomm.df$VisitorType <- as.factor(ecomm.df$TrafficType)
ecomm.df$Weekend <- as.factor(ecomm.df$Weekend)
ecomm.df$Revenue <- as.factor(ecomm.df$Revenue)# Convert our variables from factor to numeric datatype
ecomm.df$Month <- as.numeric(ecomm.df$Month)
ecomm.df$VisitorType <- as.numeric(ecomm.df$TrafficType)
ecomm.df$Weekend <- as.numeric(ecomm.df$Weekend)
ecomm.df$Revenue <- as.numeric(ecomm.df$Revenue)# Confirm the changes made
glimpse(ecomm.df)## Rows: 12,199
## Columns: 18
## $ Administrative <int> 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 2~
## $ Administrative_Duration <dbl> 0, 0, -1, 0, 0, 0, -1, -1, 0, 0, 0, 0, 0, 0, 0~
## $ Informational <int> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0~
## $ Informational_Duration <dbl> 0, 0, -1, 0, 0, 0, -1, -1, 0, 0, 0, 0, 0, 0, 0~
## $ ProductRelated <int> 1, 2, 1, 2, 10, 19, 1, 1, 2, 3, 3, 16, 7, 6, 2~
## $ ProductRelated_Duration <dbl> 0.000000, 64.000000, -1.000000, 2.666667, 627.~
## $ BounceRates <dbl> 0.200000000, 0.000000000, 0.200000000, 0.05000~
## $ ExitRates <dbl> 0.200000000, 0.100000000, 0.200000000, 0.14000~
## $ PageValues <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0~
## $ SpecialDay <dbl> 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.4, 0.0, 0.8, 0~
## $ Month <dbl> 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3~
## $ OperatingSystems <int> 1, 2, 4, 3, 3, 2, 2, 1, 2, 2, 1, 1, 1, 2, 3, 1~
## $ Browser <int> 1, 2, 1, 2, 3, 2, 4, 2, 2, 4, 1, 1, 1, 5, 2, 1~
## $ Region <int> 1, 1, 9, 2, 1, 1, 3, 1, 2, 1, 3, 4, 1, 1, 3, 9~
## $ TrafficType <int> 1, 2, 3, 4, 4, 3, 3, 5, 3, 2, 3, 3, 3, 3, 3, 3~
## $ VisitorType <dbl> 1, 2, 3, 4, 4, 3, 3, 5, 3, 2, 3, 3, 3, 3, 3, 3~
## $ Weekend <dbl> 1, 1, 1, 1, 2, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1~
## $ Revenue <dbl> 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1~K Means Clustering
# Let's scale our data
ecomm.scl <- scale(ecomm.df[,-18])
head(ecomm.scl)## Administrative Administrative_Duration Informational Informational_Duration
## 1 -0.7025315 -0.4601081 -0.3988128 -0.2462725
## 2 -0.7025315 -0.4601081 -0.3988128 -0.2462725
## 3 -0.7025315 -0.4657410 -0.3988128 -0.2533417
## 4 -0.7025315 -0.4601081 -0.3988128 -0.2462725
## 5 -0.7025315 -0.4601081 -0.3988128 -0.2462725
## 6 -0.7025315 -0.4601081 -0.3988128 -0.2462725
## ProductRelated ProductRelated_Duration BounceRates ExitRates PageValues
## 1 -0.6963635 -0.6289343 3.954699721 3.4273070 -0.3190356
## 2 -0.6739424 -0.5955997 -0.450343788 1.2650121 -0.3190356
## 3 -0.6963635 -0.6294551 3.954699721 3.4273070 -0.3190356
## 4 -0.6739424 -0.6275453 0.650917089 2.1299300 -0.3190356
## 5 -0.4945739 -0.3020990 -0.009839437 0.1838646 -0.3190356
## 6 -0.2927843 -0.5486101 -0.102577188 -0.3661929 -0.3190356
## SpecialDay Month OperatingSystems Browser Region TrafficType
## 1 -0.3103105 -1.333953 -1.2396607 -0.7939682 -0.8962939 -0.76562243
## 2 -0.3103105 -1.333953 -0.1371074 -0.2093703 -0.8962939 -0.51660683
## 3 -0.3103105 -1.333953 2.0679992 -0.7939682 2.4336556 -0.26759123
## 4 -0.3103105 -1.333953 0.9654459 -0.2093703 -0.4800502 -0.01857564
## 5 -0.3103105 -1.333953 0.9654459 0.3752276 -0.8962939 -0.01857564
## 6 -0.3103105 -1.333953 -0.1371074 -0.2093703 -0.8962939 -0.26759123
## VisitorType Weekend
## 1 -0.76562243 -0.5528638
## 2 -0.51660683 -0.5528638
## 3 -0.26759123 -0.5528638
## 4 -0.01857564 -0.5528638
## 5 -0.01857564 1.8086156
## 6 -0.26759123 -0.5528638# Computing K means clustering
# We will use 2 clusters based of off domain knowledge.
# Revenue is classified as either True or False
set.seed(42)
km.1<- kmeans(ecomm.scl, centers = 2, nstart = 25)
print(km.1)## K-means clustering with 2 clusters of sizes 1879, 10320
##
## Cluster means:
## Administrative Administrative_Duration Informational Informational_Duration
## 1 1.4595894 1.2022481 1.3982384 1.0835512
## 2 -0.2657528 -0.2188977 -0.2545824 -0.1972861
## ProductRelated ProductRelated_Duration BounceRates ExitRates PageValues
## 1 1.3380708 1.249143 -0.31586446 -0.48441763 0.20818104
## 2 -0.2436274 -0.227436 0.05751059 0.08819968 -0.03790428
## SpecialDay Month OperatingSystems Browser Region TrafficType
## 1 -0.16267803 0.15650713 -0.016231428 -0.08212147 -0.06602176 -0.13904140
## 2 0.02961938 -0.02849582 0.002955315 0.01495215 0.01202082 0.02531578
## VisitorType Weekend
## 1 -0.13904140 0.046617692
## 2 0.02531578 -0.008487853
##
## Clustering vector:
## 1 2 3 4 5 6 7 8 9 10 11 12 13
## 2 2 2 2 2 2 2 2 2 2 2 2 2
## 14 15 16 17 18 19 20 21 22 23 24 25 26
## 2 2 2 2 2 2 2 2 2 2 2 2 2
## 27 28 29 30 31 32 33 34 35 36 37 38 39
## 2 2 2 2 2 2 2 2 2 2 2 2 2
## 40 41 42 43 44 45 46 47 48 49 50 51 52
## 2 2 2 2 2 2 2 2 2 2 2 2 2
## 53 54 55 56 57 58 59 60 61 62 63 64 65
## 2 2 2 2 2 2 2 2 2 2 1 2 2
## 66 67 68 69 70 71 72 73 74 75 76 77 78
## 2 1 2 2 2 2 2 2 2 2 2 1 2
## 79 80 81 82 83 84 85 86 87 88 89 90 91
## 2 2 2 2 2 2 2 2 2 2 2 2 2
## 92 93 94 95 96 97 98 99 100 101 102 103 104
## 2 2 2 2 2 2 2 2 2 2 2 2 2
## 105 106 107 108 109 110 111 112 113 114 115 116 117
## 2 2 2 2 2 1 2 2 2 2 2 2 2
## 118 119 120 121 122 123 124 125 126 127 128 129 130
## 2 2 2 2 2 2 2 2 2 2 2 2 2
## 131 132 133 134 135 136 137 138 139 140 141 142 143
## 2 2 2 2 2 2 2 2 2 2 2 2 2
## 144 145 146 147 148 149 150 151 152 153 154 155 156
## 2 2 2 2 2 2 2 2 2 2 2 2 2
## 157 158 160 161 162 163 164 165 166 167 168 169 170
## 2 2 2 2 2 2 2 2 2 2 2 2 2
## 171 172 173 174 175 176 177 178 180 181 182 183 184
## 2 2 2 2 2 2 2 2 2 2 2 2 2
## 185 186 187 188 189 190 191 192 193 194 195 196 197
## 1 2 2 1 1 2 2 1 2 2 2 2 2
## 198 199 200 201 202 203 204 205 206 207 208 209 210
## 2 2 1 2 2 2 2 2 2 2 2 2 2
## 211 212 213 214 215 216 217 218 219 220 221 222 223
## 2 2 2 2 2 2 2 2 2 2 2 2 2
## 224 225 226 227 228 229 230 231 232 233 234 235 236
## 2 1 2 2 2 2 2 2 1 2 1 2 1
## 237 238 239 240 241 242 243 244 245 246 247 248 249
## 2 2 2 2 2 2 2 1 2 2 2 2 1
## 250 251 252 253 254 255 256 257 258 259 260 261 262
## 2 2 2 2 2 2 2 2 1 2 2 2 2
## 263 264 265 266 267 268 269 270 271 272 273 274 275
## 2 2 2 2 2 2 2 2 2 2 2 2 2
## 276 277 278 279 280 281 282 283 284 285 286 287 288
## 2 2 2 2 2 2 2 1 2 2 2 2 2
## 289 290 291 292 293 294 295 296 297 298 299 300 301
## 1 2 2 2 2 2 2 2 2 2 2 2 2
## 302 303 304 305 306 307 308 309 310 311 312 313 314
## 2 2 2 2 2 2 2 2 2 2 2 2 2
## 315 316 317 318 319 320 321 322 323 324 325 326 327
## 1 1 2 2 2 2 2 2 2 2 1 2 2
## 328 329 330 331 332 333 334 335 336 337 338 339 340
## 2 2 2 2 2 2 2 1 2 2 2 2 2
## 341 342 343 344 345 346 347 348 349 350 351 352 353
## 2 2 2 2 2 2 2 2 2 2 2 2 2
## 354 355 356 357 358 359 360 361 362 363 364 365 366
## 1 2 2 2 2 2 2 2 2 2 2 2 2
## 367 368 369 370 371 372 373 374 375 376 377 378 379
## 2 2 2 2 2 2 2 1 2 2 2 2 2
## 380 381 382 383 384 385 386 387 388 389 390 391 392
## 2 2 2 2 2 1 2 2 2 2 2 2 2
## 393 394 395 396 397 398 399 400 401 402 403 404 405
## 2 2 2 2 2 2 2 1 2 2 1 2 2
## 406 407 408 409 410 411 412 413 414 415 416 417 418
## 2 2 2 1 2 2 2 2 2 2 2 2 2
## 420 421 422 423 424 425 426 427 428 429 430 431 432
## 2 2 2 2 2 1 2 2 2 2 2 2 2
## 433 434 435 436 437 438 439 440 441 442 443 444 445
## 2 2 2 2 2 2 2 2 2 2 2 2 2
## 446 447 448 449 450 451 452 453 454 455 456 458 459
## 2 2 2 2 2 2 2 2 2 2 2 2 2
## 460 461 462 463 464 465 466 467 468 469 470 471 472
## 2 2 2 2 2 2 2 2 2 2 2 2 2
## 473 474 475 476 477 478 479 480 481 482 483 485 486
## 2 2 2 2 2 1 1 2 2 2 2 2 2
## 487 488 489 490 491 492 493 494 495 496 497 498 499
## 2 2 2 2 2 2 2 2 2 2 1 2 2
## 500 501 502 503 504 505 506 507 508 509 510 511 512
## 1 2 2 1 2 2 2 2 2 2 2 1 1
## 514 515 516 517 518 519 520 521 522 523 524 525 526
## 1 2 2 2 2 2 2 2 2 2 2 2 2
## 527 528 529 530 531 532 533 534 535 536 537 538 539
## 2 2 2 2 2 2 2 2 2 2 1 2 2
## 540 541 542 543 544 545 546 547 548 549 550 551 552
## 2 2 2 2 2 1 2 2 2 2 2 2 2
## 553 554 556 557 558 559 560 561 562 563 564 565 566
## 1 2 2 2 2 2 2 2 2 2 2 2 2
## 567 568 569 570 571 572 573 574 575 576 577 578 579
## 2 2 2 2 2 2 2 2 1 1 2 2 2
## 580 581 582 583 584 585 586 587 588 589 591 592 593
## 2 2 2 2 2 2 2 2 2 2 2 2 2
## 594 595 596 597 598 599 600 601 602 603 604 605 606
## 2 2 2 2 2 2 2 2 2 2 2 2 2
## 607 608 609 610 611 612 613 614 615 616 617 618 619
## 2 2 2 2 1 1 1 2 2 2 2 2 1
## 620 621 622 623 624 625 626 627 628 629 630 631 632
## 1 2 2 2 2 2 2 2 2 2 2 2 2
## 633 634 635 636 637 638 639 640 641 642 643 644 645
## 2 2 2 1 2 2 2 2 2 1 2 2 2
## 646 647 648 649 650 651 652 653 654 655 656 657 658
## 2 2 2 2 2 2 2 2 2 2 2 2 2
## 659 661 662 663 664 665 666 667 668 669 670 671 672
## 2 2 2 2 2 2 2 2 2 2 2 2 2
## 673 674 675 676 677 678 679 680 681 682 683 684 685
## 2 2 2 2 2 2 2 2 2 2 2 2 2
## 686 687 688 689 690 691 692 693 694 695 696 697 698
## 2 2 2 2 1 2 2 2 2 1 2 1 2
## 699 700 701 702 703 704 705 706 707 708 709 710 711
## 1 2 2 2 2 2 1 2 2 2 2 2 2
## 712 713 714 715 716 717 718 719 720 721 722 723 724
## 2 2 2 2 2 2 2 2 2 2 2 1 2
## 725 726 727 728 729 730 731 732 733 734 735 736 737
## 2 2 2 2 2 2 2 2 2 2 2 2 2
## 738 739 740 741 742 743 744 745 746 747 748 749 750
## 2 2 2 1 2 2 2 2 2 2 2 2 2
## 751 752 753 754 755 756 757 758 759 760 761 762 763
## 2 2 2 2 2 2 2 2 2 2 1 2 2
## 764 765 766 767 768 769 770 771 772 773 774 776 777
## 2 2 2 2 2 2 1 2 2 1 2 2 2
## 778 779 780 781 782 783 784 785 786 787 788 789 790
## 1 2 2 2 2 2 2 2 2 2 2 2 2
## 791 792 793 794 795 796 797 798 799 800 801 802 803
## 2 2 2 2 2 2 1 2 2 1 2 2 2
## 804 805 806 807 808 809 810 811 812 813 814 815 816
## 2 2 2 2 2 2 2 1 2 2 2 2 2
## 817 818 819 820 821 822 823 824 825 826 827 828 829
## 2 2 2 2 2 2 2 2 2 2 2 2 1
## 830 831 832 833 834 835 836 837 838 839 840 841 842
## 2 2 2 2 2 2 2 2 2 2 2 2 2
## 843 844 845 846 847 848 849 850 851 852 853 854 855
## 2 2 1 2 2 2 1 2 2 2 2 1 2
## 856 857 858 859 860 861 862 863 864 865 866 867 868
## 1 2 2 2 2 2 2 2 2 2 2 1 2
## 869 870 871 872 874 875 876 877 878 879 880 881 882
## 2 2 2 2 2 2 2 2 1 2 2 2 2
## 883 884 885 886 887 888 889 891 892 893 894 895 896
## 2 2 1 2 2 2 2 2 2 2 2 1 2
## 897 898 899 900 901 902 903 904 905 906 907 908 909
## 2 2 2 2 2 2 2 2 2 1 1 2 2
## 910 911 912 913 914 915 916 917 918 919 920 921 922
## 2 2 2 2 2 2 2 1 2 1 2 2 2
## 924 925 926 927 928 929 930 931 932 933 934 935 936
## 2 1 1 2 2 2 2 2 1 1 2 2 2
## 937 938 939 940 941 942 943 944 945 946 947 949 950
## 2 2 2 2 2 2 2 2 1 2 2 1 2
## 951 952 953 954 955 956 957 958 959 960 961 962 963
## 2 2 1 2 2 1 2 2 2 2 2 2 2
## 964 965 966 967 968 969 970 971 972 973 974 976 977
## 2 2 2 1 2 2 2 2 2 2 2 2 2
## 978 979 980 981 982 983 984 985 986 987 988 989 990
## 2 2 1 2 2 2 2 2 2 2 2 2 2
## 991 992 993 994 995 996 997 998 999 1000 1001 1002 1003
## 2 2 2 2 2 2 1 2 2 2 2 2 2
## 1004 1005 1006 1007 1008 1009 1010 1011 1012 1013 1014 1015 1016
## 2 2 2 2 2 2 2 2 2 2 2 2 2
## 1017 1018 1019 1020 1021 1022 1023 1024 1025 1026 1027 1028 1029
## 2 2 2 2 2 2 2 2 2 2 1 2 2
## 1030 1031 1032 1033 1034 1036 1037 1038 1039 1040 1041 1042 1043
## 2 2 2 2 2 2 1 1 2 2 2 1 2
## 1044 1045 1046 1047 1048 1049 1050 1051 1052 1053 1054 1055 1056
## 2 2 2 2 2 2 2 2 1 2 2 2 2
## 1057 1058 1059 1060 1061 1062 1063 1064 1065 1067 1068 1069 1070
## 2 2 2 2 2 2 2 2 2 2 2 2 1
## 1071 1072 1073 1074 1075 1076 1077 1078 1079 1080 1081 1082 1083
## 2 2 2 2 2 2 2 2 2 2 2 2 2
## 1084 1085 1086 1087 1088 1089 1090 1091 1092 1093 1094 1095 1096
## 2 2 2 2 2 2 2 2 2 2 2 2 2
## 1097 1098 1099 1100 1101 1102 1103 1104 1105 1106 1107 1108 1109
## 1 2 2 2 2 2 1 2 2 1 2 2 2
## 1110 1111 1112 1113 1114 1115 1116 1117 1118 1119 1121 1122 1123
## 2 2 2 2 2 2 2 2 2 2 2 2 2
## 1124 1125 1126 1127 1128 1129 1130 1131 1132 1138 1139 1140 1141
## 2 2 2 2 2 2 2 2 1 2 2 2 2
## 1142 1143 1144 1145 1146 1147 1148 1149 1150 1151 1152 1153 1154
## 1 2 2 2 2 1 2 2 2 2 2 2 2
## 1155 1156 1157 1158 1159 1160 1161 1162 1163 1164 1165 1166 1167
## 2 2 2 2 2 2 2 2 2 2 2 2 2
## 1168 1169 1170 1172 1173 1174 1175 1176 1178 1179 1180 1181 1182
## 2 2 2 2 2 2 2 2 2 2 2 2 2
## 1183 1184 1185 1186 1187 1188 1189 1190 1191 1192 1193 1194 1195
## 1 2 2 1 2 2 2 2 2 2 2 2 2
## 1196 1197 1198 1199 1200 1201 1202 1203 1204 1205 1206 1207 1208
## 2 2 2 2 2 2 2 1 2 2 2 2 1
## 1209 1210 1211 1212 1213 1216 1217 1218 1219 1220 1221 1222 1223
## 2 2 2 2 2 2 2 2 1 2 2 2 2
## 1224 1225 1226 1227 1228 1229 1230 1231 1232 1233 1234 1235 1236
## 2 2 2 2 2 2 2 2 1 2 1 2 2
## 1237 1238 1239 1240 1241 1242 1243 1244 1245 1246 1247 1248 1249
## 2 2 2 2 2 2 2 2 2 2 2 2 2
## 1250 1251 1252 1253 1254 1255 1256 1257 1258 1259 1260 1261 1262
## 2 2 2 2 2 2 2 2 2 2 2 2 2
## 1263 1264 1265 1266 1267 1268 1269 1270 1271 1272 1273 1274 1275
## 2 2 2 2 2 2 2 2 2 2 1 1 2
## 1276 1277 1278 1279 1280 1281 1282 1283 1284 1285 1286 1287 1288
## 2 1 1 2 2 2 2 2 2 2 2 2 2
## 1289 1290 1291 1293 1294 1295 1296 1297 1298 1299 1300 1301 1302
## 2 2 2 2 2 2 2 2 2 2 2 2 2
## 1303 1304 1305 1306 1307 1308 1309 1310 1311 1312 1313 1314 1315
## 1 1 2 2 2 2 2 2 2 2 2 2 2
## 1316 1317 1318 1319 1320 1321 1322 1323 1324 1325 1327 1328 1329
## 2 2 2 2 2 1 2 2 2 1 2 2 2
## 1330 1331 1332 1333 1334 1335 1336 1337 1338 1339 1340 1341 1342
## 2 2 2 2 2 2 2 2 2 2 1 2 2
## 1343 1344 1345 1346 1347 1348 1349 1350 1351 1352 1353 1354 1355
## 1 2 2 2 1 2 2 2 2 1 2 2 2
## 1356 1358 1359 1360 1361 1362 1363 1364 1365 1366 1368 1369 1370
## 2 2 2 2 2 2 1 2 2 2 2 1 2
## 1371 1372 1373 1374 1375 1376 1377 1378 1379 1380 1381 1383 1384
## 2 2 2 2 2 2 2 2 2 1 2 2 2
## 1385 1386 1387 1388 1389 1390 1392 1393 1394 1396 1397 1398 1399
## 2 2 2 2 2 2 2 2 2 2 2 2 2
## 1400 1401 1402 1403 1404 1405 1406 1407 1408 1409 1410 1411 1412
## 2 2 2 2 2 2 2 2 2 2 2 2 2
## 1413 1414 1415 1416 1417 1418 1419 1420 1421 1422 1423 1424 1425
## 2 2 2 2 2 2 2 2 2 2 2 2 2
## 1426 1427 1428 1429 1430 1431 1432 1433 1434 1435 1436 1438 1439
## 2 2 1 2 2 2 2 2 2 2 2 2 2
## 1440 1441 1442 1443 1444 1445 1446 1447 1448 1449 1450 1451 1452
## 2 2 2 2 2 2 2 2 2 1 2 2 2
## 1453 1455 1456 1457 1458 1459 1460 1461 1462 1463 1464 1465 1466
## 2 2 2 2 2 2 2 2 2 2 1 2 2
## 1467 1468 1469 1470 1471 1472 1473 1478 1479 1480 1481 1482 1483
## 2 2 2 2 2 2 2 2 2 2 2 2 2
## 1484 1485 1486 1487 1488 1489 1490 1491 1492 1493 1494 1495 1496
## 2 2 2 2 2 2 2 2 2 1 2 2 1
## 1497 1498 1499 1500 1501 1502 1503 1504 1505 1506 1507 1508 1509
## 1 2 2 2 2 2 2 2 2 2 2 2 2
## 1510 1511 1512 1513 1514 1515 1517 1518 1519 1520 1521 1522 1523
## 1 2 2 2 2 2 1 2 2 1 2 2 2
## 1524 1525 1526 1527 1528 1529 1530 1531 1532 1533 1534 1535 1536
## 2 2 2 2 2 2 1 2 2 2 2 2 2
## 1537 1538 1539 1540 1541 1542 1543 1544 1545 1546 1547 1548 1549
## 2 2 2 2 2 2 2 2 2 2 2 2 2
## 1550 1551 1552 1553 1554 1555 1556 1557 1558 1559 1560 1561 1562
## 2 2 2 2 2 1 2 1 2 2 2 2 2
## 1563 1564 1565 1566 1567 1568 1569 1570 1571 1572 1573 1575 1576
## 2 2 1 2 2 2 2 2 2 2 1 2 2
## 1577 1578 1579 1580 1581 1582 1583 1584 1585 1586 1587 1588 1589
## 2 2 2 1 2 2 2 2 2 2 2 2 2
## 1590 1591 1592 1593 1594 1595 1596 1597 1598 1599 1600 1601 1602
## 2 2 2 2 2 2 2 2 2 2 2 2 2
## 1603 1604 1605 1606 1607 1608 1610 1611 1612 1613 1614 1615 1616
## 2 2 2 1 2 2 2 2 2 2 2 2 2
## 1617 1618 1619 1620 1621 1622 1623 1624 1625 1626 1627 1628 1629
## 2 2 2 2 2 2 2 2 2 2 2 2 2
## 1630 1631 1632 1633 1634 1635 1636 1637 1638 1639 1640 1641 1642
## 1 2 2 2 2 2 2 2 2 2 2 2 2
## 1643 1644 1645 1646 1647 1648 1649 1650 1651 1652 1653 1654 1655
## 2 2 1 2 1 2 2 2 2 2 1 2 1
## 1656 1657 1658 1659 1660 1661 1662 1663 1664 1665 1666 1667 1668
## 2 2 2 2 2 2 2 2 2 1 2 1 2
## 1669 1670 1671 1672 1673 1674 1675 1676 1677 1678 1679 1680 1681
## 2 2 2 2 2 2 2 2 2 2 1 2 2
## 1682 1683 1684 1685 1686 1687 1688 1689 1690 1691 1692 1693 1694
## 2 2 2 2 1 2 2 2 2 2 2 2 2
## 1695 1696 1697 1699 1700 1701 1702 1703 1704 1705 1706 1707 1708
## 2 2 2 2 2 2 2 2 2 2 2 2 2
## 1709 1710 1711 1712 1713 1714 1715 1716 1717 1718 1719 1720 1721
## 2 2 2 2 2 2 2 2 2 2 2 2 2
## 1722 1723 1724 1725 1726 1727 1728 1729 1730 1731 1732 1733 1734
## 2 1 2 2 2 2 2 2 2 2 2 1 2
## 1735 1736 1737 1738 1739 1740 1741 1742 1743 1744 1745 1746 1747
## 2 2 2 2 2 2 2 2 2 1 2 2 2
## 1748 1749 1750 1751 1752 1753 1754 1755 1756 1757 1758 1759 1760
## 2 2 2 2 2 2 2 2 2 2 2 2 2
## 1761 1762 1763 1764 1765 1766 1767 1768 1769 1770 1771 1772 1773
## 2 1 2 2 2 2 2 2 2 2 2 2 2
## 1774 1775 1777 1778 1779 1780 1781 1782 1783 1784 1785 1786 1787
## 1 2 2 2 2 2 2 2 1 2 2 2 1
## 1788 1789 1790 1791 1792 1793 1794 1795 1796 1797 1798 1799 1800
## 2 2 1 2 2 2 1 2 2 1 2 2 2
## 1801 1802 1803 1804 1806 1807 1808 1809 1810 1811 1812 1813 1814
## 2 2 2 2 2 2 2 2 1 2 2 2 2
## 1815 1816 1817 1818 1819 1820 1821 1822 1823 1824 1825 1826 1827
## 2 1 2 2 2 2 2 2 1 1 2 2 1
## 1828 1829 1830 1831 1832 1833 1834 1835 1836 1837 1838 1839 1841
## 2 2 2 2 2 2 1 2 2 2 1 2 2
## 1842 1843 1844 1845 1846 1847 1848 1849 1850 1851 1852 1853 1854
## 2 2 2 2 2 1 2 2 2 2 1 2 2
## 1855 1856 1857 1858 1859 1860 1861 1862 1863 1864 1865 1866 1868
## 2 1 2 2 2 2 2 2 2 2 2 1 2
## 1869 1870 1871 1872 1873 1874 1875 1876 1877 1878 1879 1880 1881
## 2 2 2 2 2 2 2 2 2 2 2 2 2
## 1882 1883 1884 1885 1886 1887 1888 1889 1890 1891 1892 1893 1894
## 2 2 2 2 2 2 2 2 2 2 2 2 2
## 1895 1896 1897 1898 1899 1900 1901 1902 1903 1904 1905 1906 1907
## 2 1 2 2 2 2 2 1 2 2 1 2 2
## 1908 1909 1910 1911 1912 1913 1914 1915 1916 1917 1918 1919 1920
## 2 2 2 2 2 2 1 2 2 2 2 2 1
## 1921 1922 1923 1924 1925 1927 1928 1929 1930 1931 1932 1933 1935
## 2 2 2 2 2 2 2 2 2 2 2 2 2
## 1936 1937 1938 1939 1940 1941 1942 1943 1944 1945 1946 1947 1948
## 1 2 2 2 2 2 2 2 2 2 2 2 2
## 1949 1951 1952 1953 1954 1955 1956 1957 1958 1959 1960 1961 1962
## 2 2 2 2 2 2 2 2 1 1 2 2 2
## 1963 1964 1965 1966 1967 1968 1969 1970 1971 1972 1973 1974 1975
## 2 2 2 2 2 2 2 2 2 2 2 2 2
## 1976 1977 1978 1979 1980 1981 1982 1983 1984 1985 1986 1987 1988
## 1 2 2 2 2 2 2 2 2 2 2 2 2
## 1989 1990 1991 1992 1993 1994 1995 1996 1997 1998 1999 2000 2001
## 1 1 2 2 2 2 2 2 2 2 2 2 1
## 2002 2003 2004 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014
## 2 2 2 2 2 1 2 1 2 1 1 1 2
## 2015 2016 2017 2018 2019 2020 2021 2022 2023 2024 2025 2026 2027
## 2 1 1 2 2 2 2 2 2 2 2 2 2
## 2028 2029 2030 2031 2032 2033 2034 2035 2036 2037 2041 2042 2043
## 2 2 2 1 2 2 2 2 2 2 1 1 2
## 2044 2045 2046 2047 2048 2049 2050 2051 2052 2053 2054 2055 2056
## 2 2 1 2 2 2 2 2 2 2 2 2 2
## 2059 2060 2061 2062 2063 2064 2065 2066 2067 2068 2069 2070 2071
## 2 2 2 2 2 2 1 2 2 2 2 2 1
## 2072 2073 2074 2075 2076 2077 2078 2079 2080 2081 2082 2083 2084
## 1 2 1 2 2 2 2 2 2 2 2 2 2
## 2085 2086 2087 2088 2089 2090 2091 2092 2093 2094 2095 2096 2097
## 2 1 2 2 2 2 2 2 2 1 2 2 2
## 2098 2099 2100 2101 2102 2103 2104 2105 2106 2107 2108 2109 2110
## 2 2 2 2 2 2 1 2 2 2 2 2 2
## 2111 2112 2113 2114 2115 2116 2117 2118 2119 2120 2121 2122 2123
## 1 1 2 2 2 2 2 2 2 2 2 2 2
## 2124 2125 2126 2127 2128 2129 2130 2131 2132 2133 2134 2135 2136
## 2 2 2 2 2 2 2 2 2 1 1 2 2
## 2137 2138 2139 2140 2141 2142 2143 2144 2145 2146 2147 2148 2149
## 2 2 2 2 2 2 2 2 2 2 2 2 2
## 2150 2151 2152 2153 2154 2155 2156 2157 2158 2159 2160 2161 2162
## 2 2 2 2 2 2 2 2 2 2 2 2 2
## 2163 2164 2165 2166 2167 2168 2169 2170 2171 2172 2173 2174 2175
## 2 2 2 2 2 2 2 2 2 2 2 2 2
## 2176 2177 2178 2179 2180 2181 2182 2183 2184 2185 2186 2187 2188
## 2 2 2 1 2 2 2 2 2 2 1 2 2
## 2189 2190 2191 2192 2193 2194 2195 2196 2197 2198 2199 2200 2201
## 1 2 2 2 2 1 2 2 2 2 2 2 2
## 2202 2203 2204 2205 2206 2207 2208 2209 2210 2211 2212 2213 2214
## 2 1 1 2 2 2 2 2 1 2 2 2 1
## 2215 2216 2217 2218 2219 2220 2221 2222 2223 2224 2225 2226 2227
## 1 2 1 2 2 1 2 2 2 2 2 2 2
## 2228 2229 2230 2231 2232 2233 2234 2235 2237 2238 2239 2240 2241
## 1 2 2 1 2 2 2 1 2 2 1 2 2
## 2242 2243 2244 2245 2246 2247 2248 2249 2250 2251 2252 2253 2254
## 2 2 2 2 2 2 1 2 1 2 2 2 2
## 2255 2256 2257 2258 2259 2260 2261 2262 2263 2264 2265 2266 2267
## 1 1 1 2 2 1 2 2 1 2 2 2 2
## 2268 2269 2270 2271 2272 2273 2274 2275 2276 2277 2278 2279 2280
## 2 2 2 2 2 2 1 2 1 2 1 2 2
## 2281 2282 2283 2284 2285 2286 2287 2288 2289 2290 2291 2292 2293
## 2 2 2 2 1 2 2 2 2 2 2 2 1
## 2294 2295 2296 2297 2298 2299 2300 2301 2302 2303 2304 2305 2306
## 2 2 2 2 2 2 2 2 1 2 2 2 2
## 2307 2308 2309 2310 2311 2312 2313 2314 2315 2316 2317 2318 2319
## 2 2 2 2 2 2 1 1 2 2 2 2 2
## 2320 2321 2322 2323 2324 2325 2326 2327 2328 2329 2330 2331 2332
## 2 2 2 2 2 2 2 2 2 2 2 2 2
## 2333 2334 2335 2336 2337 2338 2339 2340 2341 2342 2343 2344 2345
## 2 2 2 2 2 2 2 2 2 2 2 2 2
## 2346 2347 2348 2349 2350 2351 2352 2353 2354 2355 2356 2357 2358
## 2 2 2 2 2 2 2 2 2 2 2 2 2
## 2359 2360 2361 2362 2363 2364 2365 2366 2367 2368 2369 2370 2371
## 2 2 2 2 2 2 2 2 1 2 2 1 2
## 2372 2373 2374 2375 2376 2377 2378 2379 2380 2381 2382 2383 2384
## 1 2 2 2 2 2 2 2 2 2 2 2 2
## 2385 2386 2387 2388 2389 2390 2391 2392 2393 2394 2395 2396 2397
## 2 2 2 2 2 1 2 2 2 2 2 2 2
## 2398 2399 2400 2401 2402 2403 2404 2405 2406 2407 2408 2409 2410
## 1 2 1 1 2 2 2 2 2 2 2 2 2
## 2411 2412 2413 2414 2415 2416 2417 2418 2419 2420 2421 2422 2423
## 2 2 2 2 1 1 2 2 2 2 2 2 2
## 2424 2425 2426 2427 2428 2429 2430 2431 2432 2433 2434 2435 2436
## 2 2 2 2 2 1 2 2 2 2 2 2 2
## 2437 2438 2439 2440 2441 2442 2443 2444 2445 2446 2447 2448 2449
## 2 2 2 2 2 1 2 2 2 1 1 2 2
## 2450 2451 2452 2453 2454 2455 2456 2457 2458 2459 2460 2461 2462
## 2 2 1 2 2 2 2 2 1 2 2 2 2
## 2463 2464 2465 2466 2467 2468 2469 2470 2471 2472 2473 2474 2475
## 2 2 2 2 2 2 2 2 2 2 1 1 2
## 2476 2477 2478 2479 2480 2481 2482 2483 2484 2485 2486 2487 2488
## 2 1 2 1 2 2 2 2 2 1 2 1 2
## 2489 2490 2491 2492 2493 2494 2495 2496 2497 2498 2499 2500 2501
## 2 2 2 2 2 2 2 2 2 2 2 2 2
## 2502 2503 2504 2505 2506 2507 2508 2509 2510 2511 2512 2513 2514
## 2 2 2 2 2 2 2 2 2 2 2 2 2
## 2515 2516 2517 2518 2519 2520 2521 2522 2523 2524 2525 2526 2527
## 2 2 2 2 2 2 2 2 1 2 2 1 2
## 2528 2529 2530 2531 2532 2533 2534 2535 2536 2537 2538 2539 2540
## 2 2 2 2 2 2 2 2 2 2 2 1 1
## 2541 2542 2543 2544 2545 2546 2547 2548 2549 2550 2551 2552 2553
## 2 2 1 2 2 2 2 2 2 2 2 2 2
## 2554 2555 2556 2557 2558 2559 2560 2561 2562 2563 2564 2565 2566
## 2 2 2 2 1 2 2 1 1 2 2 1 2
## 2567 2568 2569 2570 2571 2572 2573 2574 2575 2576 2577 2578 2579
## 2 2 1 2 2 2 2 2 2 2 2 2 2
## 2580 2581 2582 2583 2584 2585 2586 2587 2588 2589 2590 2591 2592
## 2 2 1 2 2 2 2 2 2 2 2 1 2
## 2593 2594 2595 2596 2597 2598 2599 2600 2601 2602 2603 2604 2605
## 2 2 2 2 2 2 2 1 2 2 2 2 2
## 2606 2607 2608 2609 2610 2611 2612 2613 2614 2615 2616 2617 2618
## 2 1 2 2 2 2 2 2 2 2 2 2 1
## 2619 2620 2621 2623 2624 2625 2626 2627 2628 2629 2630 2631 2632
## 2 2 2 2 1 2 2 1 2 2 2 2 2
## 2633 2634 2635 2636 2637 2638 2639 2640 2641 2642 2643 2644 2645
## 2 1 2 2 2 1 2 2 2 2 2 2 2
## 2646 2647 2648 2649 2650 2651 2652 2653 2654 2655 2656 2657 2658
## 1 2 2 1 2 1 2 2 2 2 2 2 2
## 2659 2660 2661 2662 2663 2664 2665 2666 2667 2668 2669 2670 2671
## 2 2 2 2 2 1 2 2 2 2 1 2 2
## 2672 2673 2674 2675 2676 2677 2678 2679 2680 2681 2682 2683 2684
## 2 2 2 2 2 2 2 2 2 2 2 2 2
## 2685 2686 2687 2688 2689 2690 2691 2692 2693 2694 2695 2696 2697
## 2 2 2 2 2 2 2 2 2 2 2 2 2
## 2698 2699 2700 2701 2702 2703 2704 2705 2706 2707 2708 2709 2710
## 2 2 2 2 2 2 1 2 2 2 2 2 2
## 2711 2712 2713 2714 2715 2716 2717 2718 2719 2720 2721 2722 2723
## 1 2 2 2 2 2 2 2 2 2 2 2 2
## 2724 2725 2726 2727 2728 2729 2730 2731 2732 2733 2734 2735 2736
## 2 2 1 1 2 2 2 2 2 2 2 2 2
## 2737 2738 2739 2741 2742 2743 2744 2745 2746 2747 2748 2749 2750
## 2 2 1 2 2 2 2 2 2 1 2 2 2
## 2751 2752 2753 2755 2756 2757 2758 2759 2760 2761 2762 2763 2764
## 2 2 2 2 2 2 1 2 1 2 2 2 2
## 2765 2766 2767 2768 2769 2770 2771 2772 2773 2774 2775 2776 2777
## 2 2 2 2 2 2 2 2 2 2 2 2 1
## 2778 2779 2780 2781 2782 2783 2784 2785 2786 2787 2788 2789 2790
## 2 2 2 2 2 1 2 2 2 2 2 2 2
## 2791 2792 2793 2794 2795 2796 2797 2798 2799 2800 2801 2802 2803
## 2 2 2 2 2 2 2 2 2 2 2 2 2
## 2804 2805 2806 2807 2808 2809 2810 2811 2812 2813 2814 2815 2816
## 2 2 2 2 2 2 2 2 2 2 2 2 2
## 2817 2818 2819 2820 2821 2822 2823 2824 2825 2826 2827 2828 2829
## 2 2 2 2 2 1 2 2 1 2 2 2 2
## 2830 2831 2832 2833 2834 2835 2836 2837 2838 2839 2840 2841 2842
## 2 2 2 2 2 2 2 2 2 2 1 2 2
## 2843 2844 2845 2846 2847 2848 2849 2850 2851 2852 2853 2854 2855
## 1 2 1 2 2 2 2 2 2 2 2 2 2
## 2856 2857 2858 2859 2860 2861 2862 2863 2864 2865 2866 2867 2868
## 2 1 2 2 1 2 2 2 2 2 2 2 2
## 2869 2870 2871 2872 2873 2874 2875 2876 2877 2878 2879 2880 2881
## 2 2 2 2 2 2 2 2 2 2 2 2 2
## 2882 2883 2884 2885 2886 2887 2888 2889 2890 2891 2892 2893 2894
## 2 2 2 2 2 2 2 2 2 1 2 2 2
## 2895 2896 2897 2898 2899 2900 2901 2902 2903 2904 2905 2906 2907
## 2 2 2 2 2 2 2 2 1 2 2 1 2
## 2908 2909 2910 2911 2912 2913 2914 2915 2916 2917 2918 2919 2920
## 2 2 2 2 2 2 2 2 2 2 2 2 2
## 2921 2922 2923 2924 2925 2926 2927 2928 2929 2930 2931 2932 2933
## 2 2 2 2 2 2 2 2 2 2 2 2 2
## 2934 2935 2936 2937 2938 2939 2940 2941 2942 2943 2944 2945 2946
## 2 2 2 2 2 2 1 2 1 1 2 2 2
## 2947 2948 2949 2950 2951 2952 2953 2954 2955 2956 2957 2958 2959
## 2 2 2 2 2 2 2 2 2 2 2 2 2
## 2960 2961 2962 2963 2964 2965 2966 2967 2968 2969 2970 2971 2972
## 2 2 2 2 2 2 2 2 1 1 1 1 2
## 2973 2974 2975 2976 2977 2978 2979 2980 2981 2982 2983 2984 2985
## 2 2 1 2 2 2 2 2 2 2 2 2 2
## 2986 2987 2988 2989 2990 2991 2992 2993 2994 2995 2996 2997 2998
## 2 2 2 2 2 2 2 2 2 2 2 1 2
## 2999 3000 3001 3002 3003 3004 3005 3006 3007 3008 3009 3010 3011
## 2 2 2 2 2 2 2 2 2 2 2 2 2
## 3012 3013 3014 3015 3016 3017 3018 3019 3020 3021 3022 3023 3024
## 1 2 2 2 2 2 2 2 1 2 1 2 1
## 3025 3026 3027 3028 3029 3030 3031 3032 3033 3034 3035 3036 3037
## 2 2 2 2 2 1 2 2 2 2 2 2 2
## 3038 3039 3040 3041 3042 3043 3044 3045 3046 3047 3048 3049 3050
## 2 2 1 2 2 2 2 2 2 2 2 2 2
## 3051 3052 3053 3054 3055 3056 3057 3058 3059 3060 3061 3062 3063
## 2 2 2 2 2 2 2 2 2 1 2 2 2
## 3064 3065 3066 3067 3068 3069 3070 3071 3072 3073 3074 3075 3076
## 2 2 2 2 2 2 2 2 2 2 2 2 2
## 3077 3078 3079 3080 3081 3082 3083 3084 3085 3086 3087 3088 3089
## 2 2 2 1 2 2 2 2 2 2 2 2 2
## 3090 3091 3092 3093 3094 3095 3096 3097 3098 3099 3100 3101 3102
## 2 2 1 1 2 1 2 2 2 2 2 2 2
## 3103 3104 3105 3106 3107 3108 3109 3110 3111 3112 3113 3114 3115
## 2 2 2 1 2 2 2 2 2 2 2 2 2
## 3116 3117 3118 3119 3120 3121 3122 3123 3124 3125 3126 3127 3128
## 2 2 2 2 2 2 2 1 2 2 2 2 1
## 3129 3130 3131 3132 3133 3134 3135 3136 3137 3138 3139 3140 3141
## 2 2 2 2 2 2 2 2 2 2 2 2 2
## 3142 3143 3144 3145 3146 3147 3148 3149 3150 3151 3152 3153 3154
## 2 2 1 2 2 2 2 1 2 2 2 2 2
## 3155 3156 3157 3158 3159 3160 3161 3162 3163 3164 3165 3166 3167
## 2 2 1 2 2 2 2 2 1 2 1 2 2
## 3168 3169 3170 3171 3172 3173 3174 3175 3176 3177 3178 3179 3180
## 2 2 1 2 1 1 2 2 2 2 2 2 1
## 3181 3182 3183 3184 3185 3186 3187 3188 3189 3190 3191 3192 3193
## 2 2 2 2 2 1 2 2 2 2 2 1 2
## 3194 3195 3196 3197 3198 3199 3200 3201 3202 3203 3204 3205 3206
## 1 2 1 2 1 2 2 1 2 1 2 2 2
## 3207 3208 3209 3210 3211 3212 3213 3214 3215 3216 3217 3218 3219
## 2 2 2 2 2 2 2 1 2 1 2 2 2
## 3220 3221 3222 3223 3224 3225 3226 3227 3228 3229 3230 3231 3233
## 2 2 2 2 2 2 2 2 1 1 2 2 2
## 3234 3235 3236 3237 3238 3239 3240 3241 3242 3243 3244 3245 3246
## 2 1 2 2 2 2 2 2 2 2 2 1 2
## 3247 3248 3249 3250 3251 3252 3253 3254 3255 3256 3257 3258 3259
## 2 2 2 2 2 2 2 2 2 2 2 2 2
## 3260 3261 3262 3263 3264 3265 3266 3267 3268 3269 3270 3271 3272
## 2 1 2 2 2 2 2 2 2 1 2 2 1
## 3274 3275 3276 3277 3278 3279 3280 3281 3283 3284 3285 3286 3287
## 2 2 2 2 2 2 2 2 2 2 2 2 2
## 3288 3289 3290 3291 3292 3293 3294 3295 3296 3297 3298 3299 3300
## 2 2 2 2 2 2 2 2 2 2 2 2 2
## 3301 3302 3303 3304 3305 3306 3307 3308 3309 3310 3311 3312 3313
## 2 2 2 2 2 2 2 2 1 2 2 2 2
## 3314 3315 3316 3317 3318 3319 3320 3321 3322 3323 3324 3325 3326
## 1 2 2 2 2 2 2 2 2 2 2 2 2
## 3327 3328 3329 3330 3331 3332 3333 3334 3335 3336 3337 3338 3339
## 2 2 1 2 2 2 2 2 2 2 2 2 1
## 3340 3341 3342 3343 3344 3345 3346 3347 3348 3349 3350 3351 3352
## 2 2 2 2 2 2 1 2 2 1 2 2 2
## 3353 3354 3355 3356 3357 3358 3359 3360 3361 3362 3363 3364 3365
## 2 2 2 2 2 2 2 1 2 2 2 2 2
## 3366 3367 3368 3369 3370 3371 3372 3373 3374 3375 3376 3377 3378
## 2 2 2 2 2 1 2 2 2 2 2 2 2
## 3379 3380 3381 3382 3383 3384 3385 3386 3387 3388 3389 3390 3391
## 2 2 2 2 2 2 2 2 2 2 2 2 2
## 3392 3393 3394 3395 3396 3397 3398 3399 3400 3401 3402 3403 3404
## 2 1 2 2 2 2 1 1 2 2 2 2 2
## 3405 3406 3407 3408 3409 3410 3411 3412 3413 3414 3415 3416 3417
## 2 2 2 1 2 2 2 2 2 2 2 2 2
## 3418 3419 3420 3421 3422 3423 3424 3425 3426 3427 3428 3429 3430
## 2 2 2 2 2 1 2 2 2 2 2 2 1
## 3431 3432 3433 3434 3435 3436 3437 3438 3439 3440 3441 3442 3443
## 2 2 2 2 2 2 2 2 2 1 2 2 2
## 3444 3445 3446 3447 3448 3449 3450 3451 3452 3453 3454 3455 3456
## 2 2 2 2 2 2 2 2 2 2 1 2 2
## 3457 3458 3459 3460 3461 3462 3463 3464 3465 3466 3467 3468 3469
## 2 2 2 2 2 2 2 2 2 2 2 2 2
## 3470 3471 3472 3473 3474 3475 3476 3477 3478 3479 3480 3481 3482
## 2 2 2 2 2 2 2 2 2 2 2 2 2
## 3483 3484 3485 3486 3487 3488 3489 3490 3491 3492 3493 3494 3495
## 1 2 2 2 2 2 2 2 2 1 2 2 2
## 3496 3497 3498 3499 3500 3501 3502 3503 3504 3505 3506 3507 3508
## 2 2 2 2 2 2 2 2 1 2 2 2 2
## 3509 3510 3511 3512 3513 3514 3515 3516 3517 3518 3519 3520 3521
## 2 2 1 2 2 2 2 2 2 2 2 2 2
## 3522 3523 3524 3525 3526 3527 3528 3529 3530 3531 3532 3533 3534
## 2 2 2 1 2 1 2 2 2 2 2 2 2
## 3535 3536 3537 3538 3539 3540 3541 3542 3543 3544 3545 3546 3547
## 2 2 2 2 2 2 2 1 1 2 2 2 2
## 3548 3549 3550 3551 3552 3553 3554 3555 3556 3557 3558 3559 3560
## 2 1 2 2 1 2 2 2 2 2 2 2 2
## 3561 3562 3563 3564 3565 3566 3567 3568 3569 3570 3571 3572 3573
## 2 1 2 2 2 2 2 2 2 2 2 2 2
## 3574 3575 3576 3577 3579 3580 3581 3582 3583 3584 3585 3586 3587
## 2 1 2 2 2 2 2 2 2 2 2 2 2
## 3588 3589 3590 3591 3592 3593 3594 3595 3596 3597 3598 3599 3600
## 2 2 2 2 2 2 2 2 2 1 2 2 2
## 3601 3602 3603 3604 3605 3606 3607 3608 3609 3610 3611 3612 3613
## 2 2 1 2 2 2 2 2 2 2 2 2 2
## 3614 3615 3616 3617 3618 3619 3620 3621 3622 3623 3624 3625 3626
## 2 2 2 2 2 2 1 2 2 2 2 2 2
## 3627 3628 3629 3630 3631 3632 3633 3634 3635 3636 3637 3638 3639
## 2 2 1 2 1 2 2 2 2 2 1 2 2
## 3640 3641 3642 3643 3644 3645 3646 3647 3648 3649 3650 3652 3653
## 2 2 2 2 2 2 2 2 2 2 2 2 2
## 3654 3655 3656 3657 3658 3659 3660 3661 3662 3663 3665 3666 3667
## 2 1 2 2 2 2 2 2 2 2 2 2 2
## 3668 3669 3670 3671 3672 3673 3674 3675 3676 3677 3678 3679 3680
## 2 2 2 2 2 2 2 2 2 2 2 2 2
## 3681 3682 3683 3684 3685 3686 3687 3688 3689 3690 3691 3692 3693
## 1 2 1 2 2 2 2 2 2 1 2 2 2
## 3694 3695 3696 3697 3698 3699 3700 3701 3702 3703 3704 3705 3706
## 2 2 2 2 2 2 2 2 2 2 2 2 2
## 3707 3708 3709 3710 3711 3712 3713 3714 3715 3716 3717 3718 3719
## 2 2 2 2 2 2 1 1 2 2 2 2 2
## 3720 3721 3723 3724 3725 3726 3727 3728 3729 3730 3731 3732 3733
## 2 2 2 2 2 2 2 2 2 2 2 2 2
## 3734 3735 3736 3737 3738 3739 3740 3741 3742 3743 3744 3745 3746
## 2 2 2 2 2 2 2 2 2 2 2 2 2
## 3747 3748 3749 3750 3751 3752 3753 3754 3755 3756 3757 3758 3759
## 2 2 2 1 2 2 1 2 2 2 2 2 2
## 3760 3761 3762 3763 3764 3765 3766 3767 3768 3769 3770 3771 3772
## 1 2 2 2 2 2 1 2 2 2 2 2 2
## 3773 3774 3775 3776 3777 3778 3779 3780 3781 3782 3783 3784 3785
## 2 2 2 2 2 2 2 2 2 2 2 2 2
## 3786 3787 3788 3789 3790 3791 3792 3793 3794 3795 3796 3797 3798
## 2 2 2 2 2 2 2 2 2 2 2 2 2
## 3799 3800 3801 3802 3803 3804 3805 3806 3807 3808 3809 3810 3811
## 2 2 2 2 2 2 2 2 1 1 2 2 2
## 3812 3813 3814 3815 3816 3817 3818 3819 3820 3821 3822 3823 3824
## 1 1 2 2 2 2 2 2 2 2 2 2 1
## 3825 3826 3827 3828 3829 3830 3831 3832 3833 3834 3835 3836 3837
## 2 2 2 2 2 2 2 2 2 2 2 2 2
## 3838 3839 3840 3841 3842 3843 3844 3845 3846 3847 3848 3849 3850
## 2 2 2 2 2 2 2 2 2 2 2 2 2
## 3851 3852 3853 3854 3855 3856 3857 3858 3859 3860 3861 3862 3863
## 2 2 2 2 2 2 2 2 2 2 2 2 2
## 3864 3865 3866 3867 3868 3869 3870 3871 3872 3873 3874 3875 3876
## 1 1 2 2 2 2 2 2 2 2 2 2 2
## 3877 3878 3879 3880 3881 3882 3883 3884 3885 3886 3887 3888 3889
## 1 2 2 2 1 2 2 2 1 2 2 2 1
## 3890 3891 3893 3894 3895 3896 3897 3898 3899 3900 3901 3902 3903
## 1 2 2 2 2 2 1 1 2 2 2 2 2
## 3904 3905 3906 3907 3908 3909 3910 3911 3912 3913 3914 3915 3916
## 2 2 2 2 2 2 2 2 2 1 2 2 2
## 3917 3918 3919 3920 3921 3922 3923 3924 3925 3926 3927 3928 3929
## 2 2 2 2 2 2 2 2 2 2 2 2 2
## 3930 3931 3932 3933 3934 3935 3936 3937 3938 3939 3940 3941 3942
## 2 1 2 2 2 2 2 1 2 2 2 2 2
## 3943 3944 3945 3946 3947 3948 3949 3950 3951 3952 3953 3954 3955
## 2 2 2 2 2 2 2 2 2 2 2 2 2
## 3956 3957 3958 3959 3960 3961 3962 3963 3964 3965 3966 3967 3968
## 1 2 2 2 2 2 2 2 2 2 2 1 1
## 3969 3970 3971 3972 3973 3974 3975 3976 3977 3978 3979 3980 3981
## 2 1 2 2 2 2 2 2 2 2 2 2 2
## 3982 3983 3984 3985 3986 3987 3988 3989 3990 3991 3992 3993 3994
## 2 2 2 2 2 2 2 2 2 2 2 2 2
## 3995 3996 3997 3998 3999 4000 4001 4002 4003 4004 4005 4006 4007
## 2 2 2 2 2 2 1 2 2 2 2 2 2
## 4008 4009 4010 4011 4012 4013 4014 4015 4016 4017 4018 4019 4020
## 2 2 2 2 2 2 2 2 2 2 2 2 2
## 4021 4022 4023 4024 4025 4026 4027 4028 4029 4030 4031 4032 4033
## 2 2 2 1 2 2 1 1 2 2 1 2 2
## 4034 4035 4036 4037 4038 4039 4040 4041 4042 4043 4044 4045 4046
## 2 2 2 2 2 2 2 2 2 2 2 2 2
## 4047 4048 4049 4050 4051 4052 4053 4054 4055 4056 4057 4058 4059
## 2 2 2 1 2 2 2 2 2 2 1 2 2
## 4060 4061 4062 4063 4064 4065 4066 4067 4068 4069 4070 4071 4072
## 2 2 1 1 2 2 1 2 2 2 2 2 2
## 4073 4074 4075 4076 4077 4078 4079 4080 4081 4082 4083 4084 4085
## 1 2 1 2 2 2 2 2 2 2 2 2 2
## 4086 4087 4088 4089 4090 4091 4092 4093 4094 4095 4096 4097 4098
## 2 2 2 2 2 2 2 2 2 2 2 2 2
## 4099 4100 4101 4102 4103 4104 4105 4106 4107 4108 4109 4110 4111
## 2 2 2 2 2 2 2 1 2 2 1 1 2
## 4112 4113 4114 4115 4116 4117 4118 4119 4120 4121 4122 4123 4124
## 2 1 2 1 1 2 2 2 1 1 2 2 2
## 4125 4126 4127 4128 4129 4130 4131 4132 4133 4134 4135 4136 4137
## 2 2 2 2 2 2 1 2 2 2 2 2 2
## 4138 4139 4140 4141 4142 4143 4144 4145 4146 4147 4148 4149 4150
## 2 2 2 2 2 2 2 2 2 1 2 2 2
## 4151 4152 4153 4154 4155 4156 4157 4158 4159 4160 4161 4162 4163
## 1 2 2 2 2 2 2 1 2 2 2 2 1
## 4165 4166 4167 4168 4169 4170 4171 4172 4173 4174 4175 4176 4177
## 2 2 2 2 2 2 2 2 2 1 2 2 2
## 4178 4179 4180 4181 4182 4184 4185 4186 4187 4188 4189 4190 4191
## 2 2 2 1 1 2 2 2 2 2 2 2 2
## 4192 4193 4194 4195 4196 4197 4198 4199 4200 4201 4202 4203 4204
## 2 2 1 2 2 2 2 2 1 2 2 2 2
## 4205 4206 4207 4208 4209 4210 4211 4212 4213 4214 4215 4216 4217
## 2 2 1 2 2 2 2 2 2 2 2 2 2
## 4218 4219 4220 4221 4222 4223 4224 4225 4226 4227 4228 4229 4230
## 2 2 2 2 2 2 2 2 2 1 2 2 2
## 4231 4233 4234 4235 4236 4237 4238 4239 4240 4241 4242 4243 4244
## 1 2 2 1 2 2 2 2 2 2 2 2 2
## 4245 4246 4247 4248 4249 4250 4251 4252 4253 4254 4255 4256 4257
## 2 1 2 2 2 2 2 2 2 1 2 2 2
## 4258 4259 4260 4261 4262 4263 4264 4265 4266 4267 4268 4269 4270
## 2 2 2 1 2 2 1 2 2 2 2 1 2
## 4271 4272 4273 4274 4275 4276 4277 4278 4279 4280 4281 4282 4283
## 2 2 2 2 2 1 2 2 1 1 2 2 2
## 4284 4285 4286 4287 4288 4289 4290 4291 4292 4293 4294 4295 4296
## 2 2 1 2 2 2 2 2 2 2 2 2 2
## 4297 4298 4299 4300 4301 4302 4303 4304 4305 4306 4307 4308 4309
## 2 2 2 1 2 1 2 2 2 2 2 2 2
## 4310 4311 4312 4313 4314 4315 4316 4317 4318 4319 4320 4321 4322
## 2 2 2 2 2 2 2 1 2 2 2 2 1
## 4323 4324 4325 4326 4327 4328 4329 4330 4331 4332 4333 4334 4335
## 2 2 2 2 1 2 2 2 2 2 2 2 2
## 4336 4337 4338 4339 4340 4341 4342 4343 4345 4346 4347 4348 4349
## 2 2 2 2 2 2 2 2 2 2 1 2 2
## 4350 4351 4352 4353 4354 4355 4356 4357 4358 4359 4360 4361 4362
## 2 2 2 1 1 2 2 2 2 1 1 2 2
## 4363 4364 4365 4366 4367 4368 4369 4370 4371 4372 4373 4374 4376
## 2 2 2 2 2 2 2 2 2 2 1 2 2
## 4377 4378 4379 4380 4381 4382 4383 4384 4385 4386 4387 4388 4389
## 2 2 1 2 2 1 2 2 1 2 2 2 2
## 4390 4391 4392 4393 4394 4395 4396 4397 4398 4399 4400 4401 4402
## 2 2 2 2 2 2 2 2 1 1 2 2 1
## 4403 4405 4406 4407 4408 4409 4410 4411 4412 4413 4414 4415 4416
## 2 2 2 2 2 2 2 2 2 2 2 2 2
## 4417 4418 4419 4420 4421 4422 4423 4424 4425 4426 4428 4429 4430
## 2 2 2 2 2 2 2 1 2 2 2 2 2
## 4431 4432 4433 4434 4435 4436 4437 4438 4439 4440 4441 4442 4443
## 2 2 1 2 2 2 2 2 2 2 2 2 2
## 4444 4445 4446 4447 4448 4449 4450 4451 4452 4453 4454 4455 4456
## 1 2 2 2 2 2 2 2 2 2 2 2 2
## 4457 4458 4459 4460 4461 4462 4463 4465 4466 4467 4468 4469 4470
## 2 2 2 2 2 2 2 2 2 2 2 2 2
## 4471 4472 4473 4474 4475 4476 4477 4478 4479 4480 4481 4482 4483
## 2 2 2 2 2 2 2 2 2 2 2 2 2
## 4484 4485 4486 4487 4488 4489 4491 4492 4493 4494 4495 4496 4497
## 2 2 1 2 2 2 2 2 2 1 2 2 1
## 4498 4499 4500 4501 4502 4503 4504 4505 4506 4507 4508 4509 4510
## 2 2 2 2 2 2 2 2 2 2 2 2 1
## 4511 4512 4513 4514 4515 4516 4517 4518 4519 4520 4521 4522 4523
## 2 2 2 2 2 1 1 2 2 2 2 1 2
## 4524 4525 4526 4527 4528 4529 4530 4531 4532 4533 4534 4535 4536
## 2 2 2 2 2 2 2 2 2 2 2 2 2
## 4537 4538 4539 4540 4541 4542 4543 4544 4545 4546 4547 4548 4549
## 2 2 2 2 1 2 2 2 2 2 2 2 2
## 4550 4551 4552 4554 4555 4556 4557 4558 4559 4560 4561 4562 4563
## 2 2 2 2 2 2 1 2 2 2 2 2 2
## 4564 4565 4566 4567 4568 4569 4570 4571 4572 4573 4574 4575 4576
## 2 2 2 2 2 1 2 2 2 2 2 2 2
## 4577 4578 4579 4580 4581 4582 4583 4584 4585 4586 4587 4588 4589
## 1 2 2 2 2 2 2 2 2 1 2 2 2
## 4590 4591 4592 4593 4594 4595 4596 4597 4598 4599 4600 4601 4602
## 2 2 1 2 2 2 2 2 2 2 2 2 1
## 4603 4604 4605 4606 4607 4608 4609 4610 4611 4612 4613 4614 4615
## 2 2 2 2 2 2 2 2 2 2 2 2 2
## 4616 4617 4618 4619 4620 4621 4622 4623 4624 4625 4626 4627 4628
## 2 1 2 2 2 2 2 2 2 2 2 2 2
## 4629 4630 4631 4632 4633 4634 4635 4636 4637 4638 4639 4640 4641
## 2 1 2 2 2 2 2 2 2 2 2 2 2
## 4642 4643 4644 4645 4646 4647 4648 4649 4650 4651 4652 4653 4654
## 2 1 2 2 1 2 2 2 2 2 2 2 2
## 4655 4656 4657 4658 4659 4660 4661 4662 4663 4664 4665 4666 4667
## 2 1 2 2 2 2 2 2 2 2 1 2 2
## 4668 4669 4670 4671 4672 4673 4674 4675 4676 4677 4678 4679 4680
## 2 2 2 1 2 2 2 1 2 2 2 2 2
## 4681 4682 4683 4684 4685 4686 4687 4688 4689 4690 4691 4692 4693
## 2 1 2 2 2 2 2 2 2 2 2 2 2
## 4694 4695 4696 4697 4698 4699 4700 4701 4702 4703 4704 4705 4706
## 2 2 2 2 1 2 2 1 2 2 2 2 2
## 4707 4708 4709 4710 4711 4712 4713 4714 4715 4716 4717 4718 4719
## 2 2 2 2 2 2 2 2 2 2 2 2 2
## 4720 4721 4722 4723 4724 4725 4726 4727 4728 4729 4730 4731 4732
## 2 2 2 2 2 2 1 2 2 2 2 2 2
## 4733 4734 4735 4736 4737 4738 4739 4740 4741 4742 4743 4744 4745
## 2 2 2 2 2 2 2 2 2 2 2 2 2
## 4746 4747 4748 4749 4750 4751 4752 4753 4754 4755 4756 4757 4758
## 2 2 2 2 1 2 1 2 2 2 2 2 2
## 4759 4760 4761 4762 4763 4764 4765 4766 4767 4768 4769 4770 4771
## 2 2 2 2 2 2 2 2 2 2 2 1 2
## 4772 4773 4774 4775 4776 4777 4778 4779 4780 4781 4782 4783 4784
## 2 2 2 2 2 2 2 1 2 1 2 2 2
## 4785 4786 4787 4788 4789 4790 4791 4792 4793 4794 4795 4796 4797
## 2 2 2 2 1 2 2 2 2 1 2 2 2
## 4798 4799 4800 4801 4802 4803 4804 4805 4806 4807 4808 4809 4810
## 2 2 2 2 2 2 2 2 2 2 2 2 2
## 4811 4812 4813 4814 4815 4816 4817 4819 4820 4821 4822 4823 4824
## 2 2 2 2 2 2 1 2 2 2 1 2 2
## 4825 4826 4827 4828 4829 4830 4831 4832 4833 4834 4835 4836 4837
## 2 2 2 2 1 2 2 2 2 2 2 2 2
## 4838 4839 4840 4841 4842 4843 4844 4845 4846 4847 4848 4849 4850
## 2 2 2 2 2 2 2 2 2 2 2 2 2
## 4851 4852 4853 4854 4855 4856 4857 4858 4859 4860 4861 4862 4863
## 1 2 2 2 1 2 2 2 2 2 2 2 2
## 4864 4865 4866 4867 4868 4869 4870 4871 4872 4873 4874 4875 4876
## 2 2 2 2 2 2 1 1 1 2 2 2 2
## 4877 4878 4879 4880 4881 4882 4883 4885 4886 4887 4888 4889 4890
## 2 2 2 2 2 2 2 1 2 2 2 2 1
## 4891 4892 4893 4894 4895 4896 4897 4898 4899 4900 4901 4902 4903
## 2 2 2 2 2 2 2 1 2 2 2 2 1
## 4904 4905 4906 4907 4908 4909 4910 4911 4912 4913 4915 4916 4917
## 1 2 2 2 2 2 2 2 2 2 2 2 2
## 4918 4919 4920 4921 4922 4923 4924 4925 4926 4927 4928 4929 4930
## 2 2 2 1 2 2 2 2 2 2 2 2 2
## 4931 4932 4933 4934 4935 4936 4937 4938 4939 4940 4941 4942 4943
## 2 2 2 1 2 2 1 1 2 2 2 2 2
## 4944 4945 4946 4947 4948 4949 4950 4951 4952 4953 4954 4955 4956
## 2 2 2 2 2 2 1 1 2 2 1 2 2
## 4957 4958 4959 4960 4961 4962 4963 4964 4965 4966 4967 4968 4969
## 2 2 2 2 2 2 2 2 2 2 2 2 2
## 4970 4971 4972 4973 4974 4975 4976 4977 4978 4979 4980 4981 4982
## 2 2 2 2 2 2 2 2 2 2 2 2 2
## 4983 4984 4985 4986 4987 4988 4989 4990 4991 4992 4993 4994 4995
## 2 2 2 2 2 2 2 2 2 2 1 1 2
## 4996 4997 4998 4999 5000 5001 5002 5003 5004 5005 5006 5007 5008
## 2 2 2 1 2 2 2 2 2 1 2 2 2
## 5009 5010 5011 5012 5013 5014 5015 5016 5017 5018 5019 5020 5021
## 2 1 2 2 2 2 2 2 2 2 2 2 2
## 5022 5023 5024 5025 5026 5027 5028 5029 5030 5031 5032 5033 5034
## 2 2 2 2 2 2 1 1 2 1 1 2 2
## 5035 5036 5037 5038 5040 5041 5042 5043 5045 5046 5047 5048 5049
## 2 2 2 2 1 2 2 2 2 1 2 2 2
## 5050 5051 5052 5053 5054 5055 5056 5058 5059 5060 5061 5062 5063
## 2 2 1 2 2 2 2 2 2 2 2 2 2
## 5064 5065 5066 5067 5068 5069 5070 5071 5072 5073 5074 5075 5076
## 2 2 2 2 1 2 2 2 2 2 2 2 2
## 5077 5078 5079 5080 5081 5082 5083 5084 5085 5086 5087 5088 5089
## 2 2 2 2 2 2 2 2 2 2 2 2 2
## 5090 5091 5092 5093 5094 5095 5096 5097 5098 5099 5100 5101 5102
## 2 1 2 2 2 2 2 2 2 2 2 2 2
## 5103 5104 5105 5106 5107 5108 5109 5110 5111 5112 5113 5114 5115
## 1 2 2 2 2 2 2 2 2 1 2 2 2
## 5116 5117 5118 5120 5121 5122 5123 5124 5125 5126 5127 5128 5129
## 2 2 2 2 2 2 2 2 2 2 2 2 2
## 5130 5131 5132 5133 5134 5135 5136 5137 5138 5139 5140 5141 5142
## 2 1 2 2 2 2 2 2 2 2 2 2 2
## 5143 5144 5145 5146 5147 5148 5149 5150 5151 5152 5153 5154 5155
## 2 2 2 1 1 2 2 2 2 2 1 1 2
## 5156 5157 5158 5159 5160 5161 5162 5163 5164 5165 5166 5167 5168
## 2 2 2 2 2 2 1 2 2 2 2 2 2
## 5169 5170 5171 5172 5173 5174 5175 5176 5177 5178 5179 5180 5181
## 2 2 2 2 2 2 2 2 2 2 1 2 2
## 5182 5183 5184 5185 5186 5187 5188 5189 5190 5191 5192 5193 5194
## 2 2 2 2 2 2 2 1 2 2 2 2 2
## 5195 5196 5197 5198 5201 5202 5203 5204 5205 5206 5207 5208 5209
## 1 1 2 2 2 2 2 1 2 2 2 1 2
## 5210 5211 5212 5213 5214 5215 5216 5217 5218 5219 5220 5221 5222
## 2 2 2 2 2 2 1 2 1 2 2 2 2
## 5223 5224 5225 5226 5227 5228 5229 5230 5231 5232 5233 5234 5235
## 1 2 2 2 2 2 2 2 2 2 2 2 2
## 5236 5237 5238 5239 5240 5241 5242 5243 5244 5245 5246 5247 5248
## 2 2 1 2 1 2 2 2 2 2 2 2 2
## 5249 5250 5251 5252 5253 5254 5256 5257 5258 5259 5260 5261 5262
## 2 2 2 1 2 2 2 2 2 2 2 2 1
## 5263 5264 5265 5266 5267 5268 5269 5270 5271 5272 5273 5274 5275
## 2 1 2 2 2 2 2 2 2 2 2 2 2
## 5276 5278 5279 5280 5281 5282 5283 5284 5285 5286 5288 5289 5290
## 1 2 2 2 2 2 2 2 2 2 2 2 2
## 5291 5292 5293 5294 5295 5296 5297 5298 5299 5300 5301 5302 5303
## 2 2 2 2 2 2 2 2 2 1 2 2 2
## 5304 5305 5306 5307 5308 5309 5310 5311 5312 5313 5314 5315 5316
## 2 2 2 2 2 2 2 2 2 2 2 2 2
## 5317 5318 5319 5320 5321 5322 5323 5324 5325 5326 5327 5328 5329
## 2 2 2 2 2 2 2 2 2 2 2 2 2
## 5330 5331 5332 5333 5334 5335 5336 5337 5338 5339 5340 5341 5342
## 2 2 2 2 1 2 2 2 2 2 2 2 2
## 5343 5344 5345 5346 5347 5348 5349 5350 5351 5352 5353 5354 5355
## 2 2 2 2 2 2 2 2 2 2 2 2 2
## 5357 5358 5359 5360 5361 5362 5363 5364 5365 5366 5367 5368 5369
## 2 2 2 2 2 2 2 2 2 2 2 2 1
## 5370 5371 5372 5373 5374 5375 5376 5377 5378 5379 5380 5381 5382
## 1 2 1 2 2 1 2 2 2 2 2 2 1
## 5383 5384 5385 5386 5387 5388 5389 5390 5391 5392 5393 5394 5395
## 2 2 2 2 2 2 2 2 2 2 2 2 2
## 5396 5397 5398 5399 5400 5401 5402 5403 5404 5405 5406 5407 5409
## 2 2 2 2 2 2 1 2 2 2 2 2 2
## 5410 5411 5412 5413 5414 5415 5416 5417 5418 5419 5420 5421 5422
## 2 1 2 2 1 2 2 2 2 2 1 2 2
## 5423 5424 5425 5426 5427 5428 5429 5430 5431 5432 5433 5434 5435
## 2 2 2 1 2 2 2 2 2 2 2 2 1
## 5436 5437 5438 5439 5440 5441 5442 5443 5444 5445 5446 5447 5448
## 2 2 2 2 2 1 2 2 2 2 2 2 1
## 5449 5450 5451 5452 5453 5454 5455 5456 5457 5458 5459 5460 5461
## 2 1 2 2 2 2 2 2 2 2 1 2 2
## 5462 5463 5464 5465 5466 5467 5468 5469 5470 5471 5472 5473 5474
## 2 2 2 2 2 2 2 1 2 2 2 2 1
## 5475 5476 5477 5478 5479 5480 5481 5482 5483 5484 5485 5486 5487
## 2 1 2 2 2 2 2 2 2 2 2 2 2
## 5488 5489 5490 5491 5492 5493 5494 5495 5496 5497 5498 5499 5500
## 2 1 2 2 2 2 2 2 2 2 1 2 2
## 5501 5502 5503 5504 5505 5506 5507 5508 5509 5510 5511 5512 5513
## 1 2 2 2 2 2 2 2 2 1 2 2 1
## 5514 5515 5516 5517 5518 5519 5520 5521 5522 5523 5524 5525 5526
## 2 2 2 2 1 2 1 2 2 2 1 2 2
## 5527 5528 5529 5530 5531 5532 5533 5534 5535 5536 5537 5538 5539
## 1 2 2 2 2 2 2 2 2 1 1 2 2
## 5540 5541 5542 5543 5544 5545 5546 5547 5548 5549 5550 5551 5552
## 2 2 2 2 2 2 2 1 2 2 2 2 2
## 5553 5554 5555 5556 5557 5558 5559 5560 5561 5562 5563 5564 5565
## 2 2 1 1 2 2 2 2 2 1 2 2 2
## 5566 5567 5568 5569 5570 5571 5572 5573 5574 5575 5576 5577 5578
## 2 2 2 2 1 2 1 2 2 2 1 2 2
## 5579 5580 5581 5582 5583 5584 5585 5586 5587 5588 5589 5590 5591
## 2 2 2 2 2 2 2 1 2 2 2 2 2
## 5592 5593 5594 5595 5596 5597 5598 5599 5600 5601 5602 5603 5604
## 2 2 2 2 2 1 1 2 2 1 2 2 2
## 5605 5606 5607 5608 5609 5610 5611 5612 5613 5614 5615 5616 5617
## 2 2 2 2 2 2 2 2 2 2 2 2 2
## 5618 5619 5620 5621 5622 5623 5624 5625 5626 5627 5628 5629 5630
## 1 2 2 2 2 2 2 2 2 2 2 2 2
## 5631 5632 5633 5634 5635 5636 5637 5638 5639 5640 5641 5642 5643
## 2 2 2 2 2 2 2 1 2 1 2 2 2
## 5644 5645 5646 5647 5648 5649 5650 5651 5652 5653 5654 5655 5656
## 2 2 2 2 2 2 2 2 2 2 2 2 2
## 5657 5658 5659 5660 5661 5662 5663 5664 5665 5666 5667 5668 5669
## 2 2 1 2 2 2 2 2 2 2 2 1 2
## 5670 5671 5672 5673 5674 5675 5676 5677 5678 5679 5680 5681 5682
## 2 2 2 2 2 2 2 2 2 2 1 2 2
## 5683 5684 5685 5686 5687 5688 5689 5690 5691 5692 5693 5694 5695
## 2 2 1 2 2 2 2 1 1 2 2 2 2
## 5696 5697 5698 5699 5700 5701 5702 5703 5704 5705 5706 5707 5708
## 2 2 2 1 2 2 2 2 1 2 2 2 1
## 5709 5710 5711 5712 5713 5714 5715 5716 5717 5718 5719 5720 5721
## 2 2 2 1 2 2 2 2 2 2 2 2 2
## 5722 5723 5724 5725 5726 5727 5728 5729 5730 5731 5732 5733 5734
## 2 2 2 2 2 2 2 2 2 1 2 2 2
## 5735 5736 5737 5738 5739 5740 5741 5742 5743 5744 5745 5746 5747
## 2 2 2 2 2 2 2 2 2 2 2 2 2
## 5748 5749 5750 5751 5752 5753 5754 5755 5756 5757 5758 5759 5760
## 2 2 2 2 1 2 2 1 1 1 1 1 2
## 5761 5762 5763 5764 5765 5766 5767 5768 5769 5770 5771 5772 5773
## 2 2 2 2 2 2 2 2 2 1 2 2 2
## 5774 5775 5776 5777 5778 5779 5780 5781 5782 5783 5784 5785 5786
## 1 2 2 1 2 2 2 2 2 2 2 2 2
## 5787 5788 5789 5790 5791 5792 5793 5794 5795 5796 5797 5798 5799
## 2 2 2 2 2 2 2 2 2 2 2 1 2
## 5800 5801 5802 5803 5804 5805 5806 5807 5808 5809 5810 5811 5812
## 2 2 2 2 2 2 2 2 1 2 1 2 2
## 5813 5814 5815 5816 5817 5818 5819 5820 5821 5822 5823 5824 5825
## 1 2 2 1 2 1 2 2 2 2 2 1 2
## 5826 5827 5828 5829 5830 5831 5832 5833 5834 5835 5836 5837 5838
## 2 2 1 2 1 2 2 2 2 2 2 1 2
## 5839 5840 5841 5842 5843 5844 5845 5846 5847 5848 5849 5850 5851
## 2 2 2 2 2 2 1 1 2 2 2 2 2
## 5852 5853 5854 5855 5856 5857 5858 5859 5860 5861 5862 5863 5864
## 2 2 2 2 2 2 2 2 2 2 1 2 2
## 5865 5866 5867 5868 5869 5870 5871 5872 5873 5874 5875 5876 5877
## 2 2 2 2 2 2 2 2 2 2 2 2 2
## 5878 5879 5880 5881 5882 5883 5884 5885 5886 5887 5888 5889 5890
## 1 2 1 2 2 2 2 2 2 2 2 2 2
## 5891 5892 5893 5894 5895 5896 5897 5898 5899 5900 5901 5902 5903
## 2 1 2 1 2 1 2 2 2 2 1 2 1
## 5904 5905 5906 5907 5908 5909 5910 5911 5912 5913 5914 5915 5916
## 2 2 2 2 2 1 2 2 2 2 2 2 2
## 5917 5918 5919 5920 5921 5922 5923 5924 5925 5926 5927 5928 5929
## 1 1 1 2 2 2 2 2 2 2 1 2 2
## 5930 5931 5932 5933 5934 5935 5936 5937 5938 5939 5940 5941 5942
## 2 2 2 2 2 2 2 2 1 2 1 2 2
## 5943 5944 5945 5946 5947 5948 5949 5950 5951 5952 5953 5954 5955
## 1 2 2 2 2 2 2 2 2 2 1 2 2
## 5956 5957 5958 5959 5960 5961 5962 5963 5964 5965 5966 5967 5968
## 2 2 2 2 2 2 2 2 2 2 2 2 2
## 5969 5970 5971 5972 5973 5974 5975 5976 5977 5978 5979 5980 5981
## 2 2 2 1 2 2 2 2 2 2 1 2 2
## 5982 5983 5984 5985 5986 5987 5988 5989 5990 5991 5992 5993 5994
## 1 2 2 2 2 2 2 2 2 1 2 2 1
## 5995 5996 5997 5998 5999 6000 6001 6002 6003 6004 6005 6006 6007
## 2 2 1 2 1 2 2 2 1 2 2 1 2
## 6008 6009 6010 6011 6012 6013 6014 6015 6016 6017 6018 6019 6020
## 2 2 2 2 1 2 2 2 2 2 2 2 2
## 6021 6022 6023 6024 6025 6026 6027 6028 6029 6030 6031 6032 6033
## 1 2 1 2 2 2 2 2 2 2 1 2 2
## 6034 6035 6036 6037 6038 6039 6040 6041 6042 6043 6044 6045 6046
## 2 2 2 2 2 2 2 2 2 2 2 2 2
## 6047 6048 6049 6050 6051 6052 6053 6054 6055 6056 6057 6058 6059
## 1 2 2 2 2 1 2 1 2 2 2 2 2
## 6060 6061 6062 6063 6064 6065 6066 6067 6068 6069 6070 6071 6072
## 1 2 2 2 1 2 2 1 1 2 2 2 2
## 6073 6074 6075 6076 6077 6078 6079 6080 6081 6082 6083 6084 6085
## 1 2 1 2 2 2 2 2 1 2 1 2 2
## 6086 6087 6088 6089 6090 6091 6092 6093 6094 6095 6096 6097 6098
## 2 1 2 2 2 2 2 2 2 2 2 2 2
## 6099 6100 6101 6102 6103 6104 6105 6106 6107 6108 6109 6110 6111
## 1 2 2 2 1 1 2 2 2 2 2 2 2
## 6112 6113 6114 6115 6116 6117 6118 6119 6120 6121 6122 6123 6124
## 2 2 2 2 2 2 2 2 2 2 2 2 2
## 6125 6126 6127 6128 6129 6130 6131 6132 6133 6134 6135 6136 6137
## 2 2 2 1 2 2 2 2 2 1 2 2 1
## 6138 6139 6140 6141 6142 6143 6144 6145 6146 6147 6148 6149 6150
## 2 2 2 2 2 2 2 1 2 2 2 2 2
## 6151 6152 6153 6154 6155 6156 6157 6158 6159 6160 6161 6162 6163
## 2 1 1 2 2 2 2 2 2 1 2 1 2
## 6164 6165 6166 6167 6168 6169 6170 6171 6172 6173 6174 6175 6176
## 2 2 1 1 1 2 2 1 2 2 1 2 2
## 6177 6178 6179 6180 6181 6182 6183 6184 6185 6186 6187 6188 6189
## 2 2 1 2 2 2 2 2 2 2 2 2 2
## 6190 6191 6192 6193 6194 6195 6196 6197 6198 6199 6200 6201 6202
## 2 1 1 2 2 1 2 2 2 2 1 2 2
## 6203 6204 6205 6206 6207 6208 6209 6210 6211 6212 6213 6214 6215
## 2 2 1 2 1 2 2 2 2 2 2 1 1
## 6216 6217 6218 6219 6220 6221 6222 6223 6224 6225 6226 6227 6228
## 2 2 2 2 2 2 2 2 2 2 2 2 2
## 6229 6230 6231 6232 6233 6234 6235 6236 6237 6238 6239 6240 6241
## 1 1 2 2 2 2 2 2 2 2 2 2 2
## 6242 6243 6244 6245 6246 6247 6248 6249 6250 6251 6252 6253 6254
## 1 2 1 2 2 2 2 1 2 2 2 1 1
## 6255 6256 6257 6258 6259 6260 6261 6262 6263 6264 6265 6266 6267
## 2 2 2 2 2 2 2 1 2 2 2 2 2
## 6268 6269 6270 6271 6272 6273 6274 6275 6276 6277 6278 6279 6280
## 2 2 2 2 1 2 1 2 2 2 1 1 2
## 6281 6282 6283 6284 6285 6286 6287 6288 6289 6290 6291 6292 6293
## 2 2 2 2 2 2 2 2 1 2 2 2 2
## 6294 6295 6296 6297 6298 6299 6300 6301 6302 6303 6304 6305 6306
## 2 2 2 1 1 2 2 2 1 2 1 1 2
## 6307 6308 6309 6310 6311 6312 6313 6314 6315 6316 6317 6318 6319
## 1 2 2 2 2 1 2 2 2 2 2 2 2
## 6320 6321 6322 6323 6324 6325 6326 6327 6328 6329 6330 6331 6332
## 2 2 2 1 2 1 2 2 2 1 2 2 2
## 6333 6334 6335 6336 6337 6338 6339 6340 6341 6342 6343 6344 6345
## 1 2 2 1 2 1 2 2 1 2 2 2 2
## 6346 6347 6348 6349 6350 6351 6352 6353 6354 6355 6356 6357 6358
## 2 2 1 2 2 2 2 2 2 2 2 2 2
## 6359 6360 6361 6362 6363 6364 6365 6366 6367 6368 6369 6370 6371
## 2 2 2 2 1 2 2 2 2 2 2 2 1
## 6372 6373 6374 6375 6376 6377 6378 6379 6380 6381 6382 6383 6384
## 1 2 2 2 2 2 2 2 2 2 2 2 2
## 6385 6386 6387 6388 6389 6390 6391 6392 6393 6394 6395 6396 6397
## 2 2 2 2 2 1 2 2 2 2 2 2 2
## 6398 6399 6400 6401 6402 6403 6404 6405 6406 6407 6408 6409 6410
## 2 2 2 2 2 2 1 2 2 2 2 2 2
## 6411 6412 6413 6414 6415 6416 6417 6418 6419 6420 6421 6422 6423
## 2 2 2 1 2 2 2 2 2 2 2 1 1
## 6424 6425 6426 6427 6428 6429 6430 6431 6432 6433 6434 6435 6436
## 2 2 1 2 2 2 2 2 2 2 2 2 2
## 6437 6438 6439 6440 6441 6442 6443 6444 6445 6446 6447 6448 6449
## 2 2 2 2 2 2 2 2 1 2 2 2 2
## 6450 6451 6452 6453 6454 6455 6456 6457 6458 6459 6460 6461 6462
## 2 2 2 1 2 1 2 2 1 2 2 2 2
## 6463 6464 6465 6466 6467 6468 6469 6470 6471 6472 6473 6474 6475
## 1 2 2 2 2 1 2 2 2 2 2 1 1
## 6476 6477 6478 6479 6480 6481 6482 6483 6484 6485 6486 6487 6488
## 2 1 1 2 2 2 2 2 2 2 2 2 1
## 6489 6490 6491 6492 6493 6494 6495 6496 6497 6498 6499 6500 6501
## 1 2 1 2 2 2 2 2 2 2 2 1 1
## 6502 6503 6504 6505 6506 6507 6508 6509 6510 6511 6512 6513 6514
## 2 2 2 2 2 2 2 2 2 2 1 2 1
## 6515 6516 6517 6518 6519 6520 6521 6522 6523 6524 6525 6526 6527
## 2 2 2 2 2 1 1 2 2 2 2 2 2
## 6528 6529 6530 6531 6532 6533 6534 6535 6536 6537 6538 6539 6540
## 2 2 2 2 2 2 2 1 2 2 2 2 2
## 6541 6542 6543 6544 6545 6546 6547 6548 6549 6550 6551 6552 6553
## 2 2 2 2 2 1 2 2 2 2 1 2 2
## 6554 6555 6556 6557 6558 6559 6560 6561 6562 6563 6564 6565 6566
## 2 2 2 2 1 2 1 2 2 2 2 2 2
## 6567 6568 6569 6570 6571 6572 6573 6574 6575 6576 6577 6578 6579
## 1 1 1 2 2 2 2 2 2 2 2 2 2
## 6580 6581 6582 6583 6584 6585 6586 6587 6588 6589 6590 6591 6592
## 2 2 2 2 2 2 1 2 2 2 2 2 2
## 6593 6594 6595 6596 6597 6598 6599 6600 6601 6602 6603 6604 6605
## 1 2 2 2 1 2 1 2 2 1 2 1 2
## 6606 6607 6608 6609 6610 6611 6612 6613 6614 6615 6616 6617 6618
## 2 2 1 2 2 2 2 2 1 2 2 1 2
## 6619 6620 6621 6622 6623 6624 6625 6626 6627 6628 6629 6630 6631
## 1 1 2 2 2 2 2 2 2 2 2 2 2
## 6632 6633 6634 6635 6636 6637 6638 6639 6640 6641 6642 6643 6644
## 2 2 2 2 2 2 2 2 2 1 1 2 2
## 6645 6646 6647 6648 6649 6650 6651 6652 6653 6654 6655 6656 6657
## 1 1 2 1 2 2 2 2 2 2 1 2 2
## 6658 6659 6660 6661 6662 6663 6664 6665 6666 6667 6668 6669 6670
## 2 2 2 2 2 2 2 2 2 1 2 2 2
## 6671 6672 6673 6674 6675 6676 6677 6678 6679 6680 6681 6682 6683
## 2 1 2 2 1 2 2 2 2 2 2 2 2
## 6684 6685 6686 6687 6688 6689 6690 6691 6692 6693 6694 6695 6696
## 2 1 1 2 2 2 1 2 1 2 2 2 2
## 6697 6698 6699 6700 6701 6702 6703 6704 6705 6706 6707 6708 6709
## 2 2 2 2 2 2 2 2 2 2 2 2 1
## 6710 6711 6712 6713 6714 6715 6716 6717 6718 6719 6720 6721 6722
## 2 1 2 2 1 2 2 2 2 2 1 2 2
## 6723 6724 6725 6726 6727 6728 6729 6730 6731 6732 6733 6734 6735
## 2 2 2 2 1 1 1 2 2 2 2 1 2
## 6736 6737 6738 6739 6740 6741 6742 6743 6744 6745 6746 6747 6748
## 2 2 2 2 2 2 1 1 2 2 2 2 2
## 6749 6750 6751 6752 6753 6754 6755 6756 6757 6758 6759 6760 6761
## 1 1 2 2 1 2 2 2 1 1 2 2 2
## 6762 6763 6764 6765 6766 6767 6768 6769 6770 6771 6772 6773 6774
## 2 1 2 2 2 2 2 2 1 1 2 2 2
## 6775 6776 6777 6778 6779 6780 6781 6782 6783 6784 6785 6786 6787
## 2 2 2 2 2 1 2 1 2 2 2 2 2
## 6788 6789 6790 6791 6792 6793 6794 6795 6796 6797 6798 6799 6800
## 1 2 2 2 1 2 1 2 2 2 1 2 2
## 6801 6802 6803 6804 6805 6806 6807 6808 6809 6810 6811 6812 6813
## 2 2 1 2 2 2 2 2 2 1 2 2 2
## 6814 6815 6816 6817 6818 6819 6820 6821 6822 6823 6824 6825 6826
## 2 2 2 2 2 2 1 1 2 2 2 1 2
## 6827 6828 6829 6830 6831 6832 6833 6834 6835 6836 6837 6838 6839
## 2 2 2 2 2 1 2 1 1 2 1 2 1
## 6840 6841 6842 6843 6844 6845 6846 6847 6848 6849 6850 6851 6852
## 2 2 2 2 2 2 2 2 2 1 2 2 2
## 6853 6854 6855 6856 6857 6858 6859 6860 6861 6862 6863 6864 6865
## 1 2 1 2 2 2 2 2 1 2 1 2 2
## 6866 6867 6868 6869 6870 6871 6872 6873 6874 6875 6876 6877 6878
## 2 2 2 1 1 1 2 2 2 2 2 2 2
## 6879 6880 6881 6882 6883 6884 6885 6886 6887 6888 6889 6890 6891
## 2 2 2 2 1 1 2 1 1 2 2 2 2
## 6892 6893 6894 6895 6896 6897 6898 6899 6900 6901 6902 6903 6904
## 1 2 1 2 2 2 2 1 2 2 2 2 2
## 6905 6906 6907 6908 6909 6910 6911 6912 6913 6914 6915 6916 6917
## 2 1 1 2 2 2 2 2 2 2 1 2 2
## 6918 6919 6920 6921 6922 6923 6924 6925 6926 6927 6928 6929 6931
## 2 1 2 2 1 2 2 1 2 2 2 2 1
## 6932 6933 6934 6935 6936 6937 6938 6939 6940 6941 6942 6943 6944
## 2 2 2 1 2 1 2 2 1 2 1 2 2
## 6945 6946 6947 6948 6949 6950 6951 6952 6953 6954 6955 6956 6957
## 2 2 2 2 1 2 2 2 2 2 2 2 1
## 6958 6959 6960 6961 6962 6963 6964 6965 6966 6967 6968 6969 6970
## 2 1 1 2 1 2 2 2 2 2 2 2 1
## 6971 6972 6973 6974 6975 6976 6977 6978 6979 6980 6981 6982 6983
## 2 2 2 2 2 2 2 2 2 1 2 2 2
## 6984 6985 6986 6987 6988 6989 6990 6991 6992 6993 6994 6995 6996
## 2 2 2 2 2 2 2 2 2 1 2 2 2
## 6997 6998 6999 7000 7001 7002 7003 7004 7005 7006 7007 7008 7009
## 2 1 1 2 2 2 2 2 2 2 2 1 2
## 7010 7011 7012 7013 7014 7015 7016 7017 7018 7019 7020 7021 7022
## 2 1 2 2 2 2 2 2 2 2 2 2 2
## 7023 7024 7025 7026 7027 7028 7029 7030 7031 7032 7033 7034 7035
## 2 2 2 2 2 2 2 2 1 2 2 2 2
## 7036 7037 7038 7039 7040 7041 7042 7043 7044 7045 7046 7047 7048
## 2 1 2 2 1 2 2 2 2 2 1 2 2
## 7049 7050 7051 7052 7053 7054 7055 7056 7057 7058 7059 7060 7061
## 2 2 2 2 2 1 2 2 2 2 2 2 2
## 7062 7063 7064 7065 7066 7067 7068 7069 7070 7071 7072 7073 7074
## 2 2 1 2 1 2 2 2 2 2 2 2 1
## 7075 7076 7077 7078 7079 7080 7081 7082 7083 7084 7085 7086 7087
## 2 2 2 2 2 1 1 2 2 2 2 2 1
## 7088 7089 7090 7091 7092 7093 7094 7095 7096 7097 7098 7099 7100
## 2 2 2 2 1 2 2 1 2 2 2 1 2
## 7101 7102 7103 7104 7105 7106 7107 7108 7109 7110 7111 7112 7113
## 2 2 2 2 2 2 1 2 2 2 2 2 2
## 7114 7115 7116 7117 7118 7119 7120 7121 7122 7123 7124 7125 7126
## 2 2 2 2 2 2 2 2 1 2 2 1 2
## 7127 7128 7129 7130 7131 7132 7133 7134 7135 7136 7137 7138 7139
## 2 2 1 1 2 2 2 2 1 2 2 2 2
## 7140 7141 7142 7143 7144 7145 7146 7147 7148 7149 7150 7151 7153
## 2 1 2 1 2 2 1 2 2 2 2 2 2
## 7154 7155 7156 7157 7158 7159 7160 7161 7162 7163 7164 7165 7166
## 2 1 2 2 2 2 2 1 2 2 2 1 2
## 7167 7168 7169 7170 7171 7172 7173 7174 7175 7176 7177 7178 7179
## 2 2 1 2 2 2 2 2 1 2 2 1 2
## 7180 7181 7182 7183 7184 7185 7186 7187 7188 7189 7190 7191 7192
## 2 2 1 2 2 2 2 1 2 2 2 2 2
## 7193 7194 7195 7196 7197 7198 7199 7200 7201 7202 7203 7204 7205
## 2 2 2 2 2 1 1 2 2 2 2 2 2
## 7206 7207 7208 7209 7210 7211 7212 7213 7214 7215 7216 7217 7218
## 2 1 2 2 1 2 2 2 2 2 2 2 2
## 7219 7220 7221 7222 7223 7224 7225 7226 7227 7228 7229 7230 7231
## 2 2 2 2 2 2 1 2 2 1 2 2 2
## 7232 7233 7234 7235 7236 7237 7238 7239 7240 7241 7242 7243 7244
## 2 2 2 2 1 1 2 2 2 1 2 2 2
## 7245 7246 7247 7248 7249 7250 7251 7252 7253 7254 7255 7256 7257
## 2 2 2 2 2 2 2 2 2 2 2 2 2
## 7258 7259 7260 7261 7262 7263 7264 7265 7266 7267 7268 7269 7270
## 2 2 2 2 2 2 1 2 2 2 2 2 2
## 7271 7272 7273 7274 7275 7276 7277 7278 7279 7280 7281 7282 7283
## 2 2 1 2 2 2 2 2 2 2 2 1 2
## 7284 7285 7286 7287 7288 7289 7290 7291 7292 7293 7294 7295 7296
## 2 2 2 1 2 2 2 1 2 1 2 2 2
## 7297 7298 7299 7300 7301 7302 7303 7304 7305 7306 7307 7308 7309
## 2 2 2 2 2 1 2 2 2 2 2 1 2
## 7310 7311 7312 7313 7314 7315 7316 7317 7318 7319 7320 7321 7322
## 1 2 2 2 2 1 1 2 2 2 1 2 1
## 7323 7324 7325 7326 7327 7328 7329 7330 7331 7332 7333 7334 7335
## 2 2 2 2 2 2 2 1 2 2 2 2 2
## 7336 7337 7338 7339 7340 7341 7342 7343 7344 7345 7346 7347 7348
## 2 2 2 2 2 1 1 2 2 2 2 2 2
## 7349 7350 7351 7352 7353 7354 7355 7356 7357 7358 7359 7360 7361
## 2 1 2 2 2 1 2 2 2 1 1 2 2
## 7362 7363 7364 7365 7366 7367 7368 7369 7370 7371 7372 7373 7374
## 2 1 1 2 2 2 2 2 2 1 1 2 2
## 7375 7376 7377 7378 7379 7380 7381 7382 7383 7384 7385 7386 7387
## 2 2 2 1 2 2 2 2 2 2 1 2 2
## 7388 7389 7390 7391 7392 7393 7394 7395 7396 7397 7398 7399 7400
## 1 2 2 1 1 2 2 2 2 2 2 1 2
## 7401 7402 7403 7404 7405 7406 7407 7408 7409 7410 7411 7412 7413
## 2 2 1 2 2 2 2 2 1 2 1 2 2
## 7414 7415 7416 7417 7418 7419 7420 7421 7422 7423 7424 7425 7426
## 2 1 2 2 1 2 2 2 2 2 2 1 2
## 7427 7428 7429 7430 7431 7432 7433 7434 7435 7436 7437 7438 7439
## 2 2 2 2 2 2 1 2 2 2 2 2 2
## 7440 7441 7442 7443 7444 7445 7446 7447 7448 7449 7450 7451 7452
## 2 2 2 2 1 2 2 2 2 2 1 2 2
## 7453 7454 7455 7456 7457 7458 7459 7460 7461 7462 7463 7464 7465
## 2 2 2 2 2 2 2 2 2 2 2 2 2
## 7466 7467 7468 7469 7470 7471 7472 7473 7474 7475 7476 7477 7478
## 2 2 2 1 2 2 2 1 2 2 2 2 2
## 7479 7480 7481 7482 7483 7484 7485 7486 7487 7488 7489 7490 7491
## 2 2 1 2 2 2 1 2 2 2 2 2 2
## 7492 7493 7494 7495 7496 7497 7498 7499 7500 7501 7502 7503 7504
## 2 2 2 1 2 2 2 2 2 2 2 2 2
## 7505 7506 7507 7508 7509 7510 7511 7512 7513 7514 7515 7516 7517
## 1 2 2 2 1 2 2 2 2 2 2 2 2
## 7518 7519 7520 7521 7522 7523 7524 7525 7526 7527 7528 7529 7530
## 2 2 2 2 2 2 1 2 2 2 2 2 2
## 7531 7532 7533 7534 7535 7536 7537 7538 7539 7540 7541 7542 7543
## 2 2 1 1 2 2 2 2 2 2 2 2 2
## 7544 7545 7546 7547 7548 7549 7550 7551 7552 7553 7554 7555 7556
## 2 2 2 2 2 2 1 2 1 2 1 2 2
## 7557 7558 7559 7560 7561 7562 7563 7564 7565 7566 7567 7568 7569
## 1 2 2 1 2 2 2 1 2 2 2 2 2
## 7570 7571 7572 7573 7574 7575 7576 7577 7578 7579 7580 7581 7582
## 2 2 2 1 2 1 2 1 1 2 2 2 2
## 7583 7584 7585 7586 7587 7588 7589 7590 7591 7592 7593 7594 7595
## 2 2 2 2 2 2 2 1 2 2 2 2 2
## 7596 7597 7598 7599 7600 7601 7602 7603 7604 7605 7606 7607 7608
## 2 2 2 2 2 2 2 2 2 2 2 2 1
## 7609 7610 7611 7612 7613 7614 7615 7616 7617 7618 7619 7620 7621
## 2 2 2 1 2 2 2 1 1 2 2 2 2
## 7622 7623 7624 7625 7626 7627 7628 7629 7630 7631 7632 7633 7634
## 2 1 2 2 2 2 2 2 2 2 2 2 2
## 7635 7637 7638 7639 7640 7641 7642 7643 7644 7645 7646 7647 7648
## 2 2 2 2 2 2 2 2 1 2 2 2 1
## 7649 7650 7651 7652 7653 7654 7655 7656 7657 7658 7659 7660 7661
## 2 2 2 2 2 2 2 2 2 2 2 2 2
## 7662 7663 7664 7665 7666 7667 7668 7669 7670 7671 7672 7673 7674
## 2 1 2 2 2 2 2 2 1 2 2 2 2
## 7675 7676 7677 7678 7679 7680 7681 7682 7683 7684 7685 7686 7687
## 2 2 2 2 2 1 2 2 2 2 2 2 2
## 7688 7689 7690 7691 7692 7693 7694 7695 7696 7697 7698 7699 7700
## 2 2 1 2 2 2 2 2 2 2 2 2 2
## 7701 7702 7703 7704 7705 7706 7707 7708 7709 7710 7711 7712 7713
## 2 1 2 2 2 2 2 2 2 2 2 2 2
## 7714 7715 7716 7717 7718 7719 7720 7721 7722 7723 7724 7725 7726
## 2 2 2 2 2 1 2 2 2 2 2 2 2
## 7727 7728 7729 7730 7731 7732 7733 7734 7735 7736 7737 7738 7739
## 2 2 1 2 2 2 2 2 2 2 1 2 2
## 7740 7741 7742 7743 7744 7745 7746 7747 7748 7749 7750 7751 7752
## 1 2 2 2 1 2 2 1 2 2 2 2 2
## 7753 7754 7755 7756 7757 7758 7759 7760 7761 7762 7763 7764 7765
## 2 2 2 2 2 1 1 2 2 2 1 1 2
## 7766 7767 7768 7769 7770 7771 7772 7773 7774 7775 7776 7777 7778
## 2 2 2 1 2 1 2 2 2 2 2 2 2
## 7779 7780 7781 7782 7783 7784 7785 7786 7787 7788 7789 7790 7791
## 2 2 1 2 2 2 2 2 2 2 2 2 2
## 7792 7793 7794 7795 7796 7797 7798 7799 7800 7801 7802 7803 7804
## 2 2 2 2 2 2 2 1 2 2 1 2 1
## 7805 7806 7807 7808 7809 7810 7811 7812 7813 7814 7815 7816 7817
## 1 2 2 1 2 2 2 2 1 2 2 2 2
## 7818 7819 7820 7821 7822 7823 7824 7825 7826 7827 7828 7829 7830
## 2 2 1 2 2 2 2 1 2 2 2 1 2
## 7831 7832 7833 7834 7835 7836 7837 7838 7839 7840 7841 7842 7843
## 1 2 2 2 2 2 2 2 1 2 2 2 2
## 7844 7845 7846 7847 7848 7849 7850 7851 7852 7853 7854 7855 7856
## 2 2 2 2 2 2 2 1 2 2 2 2 2
## 7857 7858 7859 7860 7861 7862 7863 7864 7865 7866 7867 7868 7869
## 1 1 1 2 2 2 2 2 1 2 2 2 2
## 7870 7871 7872 7873 7874 7875 7876 7877 7878 7879 7880 7881 7882
## 2 2 1 2 2 1 1 2 2 2 2 2 2
## 7883 7884 7885 7886 7887 7888 7889 7890 7891 7892 7893 7894 7895
## 2 2 2 2 2 2 2 2 1 2 1 1 2
## 7896 7897 7898 7899 7900 7901 7902 7903 7904 7905 7906 7907 7908
## 2 2 2 2 2 1 2 2 2 1 2 2 2
## 7909 7910 7911 7912 7913 7914 7915 7916 7917 7918 7919 7920 7921
## 2 2 2 2 2 2 2 2 2 2 2 2 2
## 7922 7923 7924 7925 7926 7927 7928 7929 7930 7931 7932 7933 7934
## 2 2 2 2 1 2 1 2 2 2 2 2 2
## 7935 7936 7937 7938 7939 7940 7941 7942 7943 7944 7945 7946 7947
## 2 2 2 2 1 2 2 2 1 2 1 2 2
## 7948 7949 7950 7951 7952 7953 7954 7955 7956 7957 7958 7959 7960
## 2 2 2 2 2 2 1 2 2 2 2 1 2
## 7961 7962 7963 7964 7965 7966 7967 7968 7969 7970 7971 7972 7973
## 2 2 2 2 1 1 2 2 2 2 2 1 2
## 7974 7975 7976 7977 7978 7979 7980 7981 7982 7983 7984 7985 7986
## 2 1 2 1 2 2 2 2 2 2 1 2 2
## 7987 7988 7989 7990 7991 7992 7993 7994 7995 7996 7997 7998 7999
## 2 2 1 2 2 1 2 2 2 2 2 2 2
## 8000 8001 8002 8003 8004 8005 8006 8007 8008 8009 8010 8011 8012
## 2 2 2 2 2 2 2 2 2 2 1 2 2
## 8013 8014 8015 8016 8017 8018 8019 8020 8021 8022 8023 8024 8025
## 2 2 2 2 1 1 2 2 2 2 2 2 2
## 8026 8027 8028 8029 8030 8031 8032 8033 8034 8035 8036 8037 8038
## 2 1 2 2 2 2 2 2 1 2 2 2 2
## 8039 8040 8041 8042 8043 8044 8045 8046 8047 8048 8049 8050 8051
## 2 2 1 2 2 2 2 2 2 2 2 2 1
## 8052 8053 8054 8055 8056 8057 8058 8059 8060 8061 8062 8063 8064
## 2 2 2 2 2 2 2 2 2 2 2 2 2
## 8065 8066 8067 8068 8069 8070 8071 8072 8073 8074 8075 8076 8077
## 2 2 1 2 2 2 2 1 2 2 2 2 2
## 8078 8079 8080 8081 8082 8083 8084 8085 8086 8087 8088 8089 8090
## 2 2 2 2 2 2 2 2 2 2 2 2 2
## 8091 8092 8093 8094 8095 8096 8097 8098 8099 8100 8101 8102 8103
## 2 2 2 1 1 1 2 2 2 2 2 2 2
## 8104 8105 8106 8107 8108 8109 8110 8111 8112 8113 8114 8115 8116
## 2 2 2 2 2 2 2 2 2 2 2 2 2
## 8117 8118 8119 8120 8121 8122 8123 8124 8125 8126 8127 8128 8129
## 1 1 2 1 1 2 1 2 2 1 2 2 2
## 8130 8131 8132 8133 8134 8135 8136 8137 8138 8139 8140 8141 8142
## 2 2 1 2 2 2 2 2 1 2 2 2 2
## 8143 8144 8145 8146 8147 8148 8149 8150 8151 8152 8153 8154 8155
## 2 2 2 2 2 2 2 2 1 2 2 2 2
## 8156 8157 8158 8159 8160 8161 8162 8163 8164 8165 8166 8167 8168
## 2 2 2 2 2 2 2 2 2 2 2 2 2
## 8169 8170 8171 8172 8173 8174 8175 8176 8177 8178 8179 8180 8181
## 2 2 2 2 1 1 2 2 2 2 2 2 2
## 8182 8183 8184 8185 8186 8187 8188 8189 8190 8191 8192 8193 8194
## 2 2 2 2 2 2 2 1 2 1 2 2 1
## 8195 8196 8197 8198 8199 8200 8201 8202 8203 8204 8205 8206 8207
## 2 2 2 1 2 2 2 2 2 1 2 2 2
## 8208 8209 8210 8211 8212 8213 8214 8215 8216 8217 8218 8219 8220
## 2 2 2 2 2 1 2 2 2 2 2 2 2
## 8221 8222 8223 8224 8225 8226 8227 8228 8229 8230 8231 8232 8233
## 2 2 2 2 2 1 2 2 1 2 1 2 2
## 8234 8235 8236 8237 8238 8239 8240 8241 8242 8243 8244 8245 8246
## 2 1 2 2 2 1 2 2 2 2 2 2 1
## 8247 8248 8249 8250 8251 8252 8253 8254 8255 8256 8257 8258 8259
## 2 2 1 2 2 2 1 2 2 2 2 2 2
## 8260 8261 8262 8263 8264 8265 8266 8267 8268 8269 8270 8271 8272
## 2 1 2 2 2 2 2 2 2 2 1 1 2
## 8273 8274 8275 8276 8277 8278 8279 8280 8281 8282 8283 8284 8285
## 2 2 1 2 2 1 1 1 2 1 1 2 1
## 8286 8287 8288 8289 8290 8291 8292 8293 8294 8295 8296 8297 8298
## 2 2 2 2 2 2 1 2 2 2 2 2 2
## 8299 8300 8301 8302 8303 8304 8305 8306 8307 8308 8309 8310 8311
## 2 2 2 1 2 1 2 2 2 2 1 2 2
## 8312 8313 8314 8315 8316 8317 8318 8319 8320 8321 8322 8323 8324
## 2 2 2 2 2 2 2 2 2 2 2 2 2
## 8325 8326 8327 8328 8329 8330 8331 8332 8333 8334 8335 8336 8337
## 2 2 2 2 2 2 1 2 1 2 2 2 2
## 8338 8339 8340 8341 8342 8343 8344 8345 8346 8347 8348 8349 8350
## 1 2 2 2 2 2 1 1 2 2 2 2 1
## 8351 8352 8353 8354 8355 8356 8357 8358 8359 8360 8361 8362 8363
## 2 2 2 2 2 1 2 2 2 2 2 2 2
## 8364 8365 8366 8367 8368 8369 8370 8371 8372 8373 8374 8375 8376
## 2 2 2 2 2 1 2 2 1 2 2 1 1
## 8377 8378 8379 8380 8381 8382 8383 8384 8385 8386 8387 8388 8389
## 1 1 2 2 2 2 2 1 2 2 2 2 2
## 8390 8391 8392 8393 8394 8395 8396 8397 8398 8399 8400 8401 8402
## 1 1 2 1 2 2 2 2 2 2 2 2 2
## 8403 8404 8405 8406 8407 8408 8409 8410 8411 8412 8413 8414 8415
## 2 2 2 2 1 2 2 2 2 2 1 2 2
## 8416 8417 8418 8419 8420 8421 8422 8423 8424 8425 8426 8427 8428
## 1 2 1 2 2 2 2 2 2 2 2 2 2
## 8429 8430 8431 8432 8433 8434 8435 8436 8437 8438 8439 8440 8441
## 2 2 2 2 2 2 2 1 2 2 1 2 2
## 8442 8443 8444 8445 8446 8447 8448 8449 8450 8451 8452 8453 8454
## 2 2 2 2 2 2 2 2 2 2 2 2 2
## 8455 8456 8457 8458 8459 8460 8461 8462 8463 8464 8465 8466 8467
## 1 2 2 2 2 2 2 2 2 2 2 2 2
## 8468 8469 8470 8471 8472 8473 8474 8475 8476 8477 8478 8479 8480
## 2 2 2 2 2 2 2 2 2 1 2 2 1
## 8481 8482 8483 8484 8485 8486 8487 8488 8489 8490 8491 8492 8493
## 2 2 1 2 2 1 1 1 2 2 2 2 2
## 8494 8495 8496 8497 8498 8499 8500 8501 8502 8503 8504 8505 8506
## 2 2 2 1 1 2 2 2 2 2 2 2 1
## 8507 8508 8509 8510 8511 8512 8513 8514 8515 8516 8517 8518 8519
## 2 2 2 2 1 2 2 2 1 2 2 2 2
## 8520 8521 8522 8523 8524 8525 8526 8527 8528 8529 8530 8531 8532
## 1 2 1 2 1 2 2 2 1 2 2 2 2
## 8533 8534 8535 8536 8537 8538 8539 8540 8541 8542 8543 8544 8546
## 2 2 2 1 2 2 2 2 2 2 2 2 2
## 8547 8548 8549 8550 8551 8552 8553 8554 8555 8556 8557 8558 8559
## 2 2 1 2 2 2 2 2 2 2 2 1 2
## 8560 8561 8562 8563 8564 8565 8566 8567 8568 8569 8570 8571 8572
## 2 1 2 2 2 2 2 2 2 2 2 1 2
## 8573 8574 8575 8576 8577 8578 8579 8580 8581 8582 8583 8584 8585
## 2 2 1 2 2 2 2 2 2 2 1 2 1
## 8586 8587 8588 8589 8590 8591 8592 8593 8594 8595 8596 8597 8598
## 1 2 2 1 2 2 2 2 1 1 2 1 2
## 8599 8600 8601 8602 8603 8604 8605 8606 8607 8608 8609 8610 8611
## 2 2 1 2 1 2 2 2 2 2 1 2 2
## 8612 8613 8614 8615 8616 8617 8618 8619 8620 8621 8622 8623 8624
## 2 1 2 2 2 2 2 1 2 2 2 2 1
## 8625 8626 8627 8628 8629 8630 8631 8632 8633 8634 8635 8636 8637
## 2 2 2 2 2 1 1 2 1 2 2 2 2
## 8638 8639 8640 8641 8642 8643 8644 8645 8646 8647 8648 8649 8650
## 2 2 2 2 2 2 2 2 1 2 2 2 2
## 8651 8652 8653 8654 8655 8656 8657 8658 8659 8660 8661 8662 8663
## 2 2 2 2 2 1 2 2 2 2 1 2 2
## 8664 8665 8666 8667 8668 8669 8670 8671 8672 8673 8674 8675 8676
## 2 2 2 2 2 2 2 2 2 1 1 2 2
## 8677 8678 8679 8680 8681 8682 8683 8684 8685 8686 8687 8688 8689
## 2 1 1 2 2 2 2 2 2 2 2 1 1
## 8690 8691 8692 8693 8694 8695 8696 8697 8698 8699 8700 8701 8702
## 2 2 1 2 2 1 2 2 2 2 2 2 1
## 8703 8704 8705 8706 8707 8708 8709 8710 8711 8712 8713 8714 8715
## 2 2 2 2 2 1 2 2 2 2 2 2 2
## 8716 8717 8718 8719 8720 8721 8722 8723 8724 8725 8726 8727 8728
## 2 2 2 2 2 2 2 2 2 2 1 2 2
## 8729 8730 8731 8732 8733 8734 8735 8736 8737 8738 8739 8740 8741
## 2 2 2 2 2 2 2 2 2 1 2 2 2
## 8742 8743 8744 8745 8746 8747 8748 8749 8750 8751 8752 8753 8754
## 2 2 1 2 2 2 2 2 2 2 2 2 2
## 8755 8756 8757 8758 8759 8760 8761 8762 8763 8764 8765 8766 8767
## 2 2 1 2 2 2 2 2 2 2 1 2 2
## 8768 8769 8770 8771 8772 8773 8774 8775 8776 8777 8778 8779 8780
## 2 1 2 1 2 2 2 2 2 2 1 1 2
## 8781 8782 8783 8784 8785 8786 8787 8788 8789 8790 8791 8792 8793
## 2 2 2 2 1 2 2 1 2 2 2 2 1
## 8794 8795 8796 8797 8798 8799 8800 8801 8802 8803 8804 8805 8806
## 2 2 2 2 2 2 1 2 2 2 1 2 2
## 8807 8808 8809 8810 8811 8812 8813 8814 8815 8816 8817 8818 8819
## 2 2 2 2 2 2 2 2 2 1 1 2 2
## 8820 8821 8822 8823 8824 8825 8826 8827 8828 8829 8830 8831 8832
## 2 1 2 2 2 2 2 1 1 2 2 1 1
## 8833 8834 8835 8836 8837 8838 8839 8840 8841 8842 8843 8844 8845
## 2 1 2 2 1 2 2 2 2 2 2 2 2
## 8846 8847 8848 8849 8850 8851 8852 8853 8854 8855 8856 8857 8858
## 2 1 2 2 2 1 2 2 2 2 1 2 2
## 8859 8860 8861 8862 8863 8864 8865 8866 8867 8868 8869 8870 8871
## 2 2 2 2 2 2 2 2 2 2 2 1 1
## 8872 8873 8874 8875 8876 8877 8878 8879 8880 8881 8882 8883 8884
## 2 1 2 1 2 2 1 1 2 2 2 2 1
## 8885 8886 8887 8888 8889 8890 8891 8892 8893 8894 8895 8896 8897
## 2 1 2 2 2 2 2 2 2 2 2 2 2
## 8898 8899 8900 8901 8902 8903 8904 8905 8906 8907 8908 8909 8910
## 2 2 1 2 1 2 2 2 2 1 1 2 2
## 8911 8912 8913 8914 8915 8916 8917 8918 8919 8920 8921 8922 8923
## 2 2 2 2 2 2 2 1 2 1 2 2 2
## 8924 8925 8926 8927 8928 8929 8930 8931 8932 8933 8934 8935 8936
## 2 2 1 2 1 2 1 2 2 2 2 2 2
## 8937 8938 8939 8940 8941 8942 8943 8944 8945 8946 8947 8948 8949
## 2 2 2 2 2 2 2 2 2 2 2 1 2
## 8950 8951 8952 8953 8954 8955 8956 8957 8958 8959 8960 8961 8962
## 2 2 1 2 2 2 2 2 1 2 2 2 2
## 8963 8964 8965 8966 8967 8968 8969 8970 8971 8972 8973 8974 8975
## 2 2 2 1 2 2 2 1 2 2 1 2 2
## 8976 8977 8978 8979 8980 8981 8982 8983 8984 8985 8986 8987 8988
## 1 1 2 2 2 2 2 2 2 2 2 2 2
## 8989 8990 8991 8992 8993 8994 8995 8996 8997 8998 8999 9000 9001
## 2 2 2 2 2 1 2 2 1 2 2 1 2
## 9002 9003 9004 9005 9006 9007 9008 9009 9010 9011 9012 9013 9014
## 1 2 1 2 1 2 2 2 2 2 1 2 2
## 9015 9016 9017 9018 9019 9020 9021 9022 9023 9024 9025 9026 9027
## 2 1 2 2 1 1 2 2 1 2 2 2 2
## 9028 9029 9030 9031 9032 9033 9034 9035 9036 9037 9038 9039 9040
## 2 1 2 2 1 2 2 2 1 2 2 2 2
## 9041 9042 9043 9044 9045 9046 9047 9048 9049 9050 9051 9052 9053
## 1 1 2 1 1 2 2 2 2 2 1 2 1
## 9054 9055 9056 9057 9058 9059 9060 9061 9062 9063 9064 9065 9066
## 2 1 2 2 2 1 1 2 2 2 2 2 2
## 9067 9068 9069 9070 9071 9072 9073 9074 9075 9076 9077 9078 9079
## 1 2 2 1 1 2 1 2 2 2 2 2 1
## 9080 9081 9082 9083 9084 9085 9086 9087 9088 9089 9090 9091 9092
## 2 2 2 1 2 2 2 2 2 2 2 2 2
## 9093 9094 9095 9096 9097 9098 9099 9100 9101 9102 9103 9104 9105
## 2 2 2 2 2 2 2 2 2 1 1 2 1
## 9106 9107 9108 9109 9110 9111 9112 9113 9114 9115 9116 9117 9118
## 2 1 2 2 2 2 2 2 1 2 1 2 2
## 9119 9120 9121 9122 9123 9124 9125 9126 9127 9128 9129 9130 9131
## 2 2 2 2 1 2 1 2 2 2 2 2 1
## 9132 9133 9134 9135 9136 9137 9138 9139 9140 9141 9142 9143 9144
## 2 2 2 2 2 2 2 2 2 2 2 2 2
## 9145 9146 9147 9148 9149 9150 9151 9152 9153 9154 9155 9156 9157
## 2 2 1 1 2 2 2 2 2 2 1 2 1
## 9158 9159 9160 9161 9162 9163 9164 9165 9166 9167 9168 9169 9170
## 2 2 1 1 2 2 1 1 2 2 2 1 2
## 9171 9172 9173 9174 9175 9176 9177 9178 9179 9180 9181 9182 9183
## 2 2 2 2 2 2 2 1 2 2 2 2 1
## 9184 9185 9186 9187 9188 9189 9190 9191 9192 9193 9194 9195 9196
## 2 2 2 2 2 2 2 2 2 2 2 2 1
## 9197 9198 9199 9200 9201 9202 9203 9204 9205 9206 9207 9208 9209
## 2 1 2 2 2 2 1 2 2 2 2 2 1
## 9210 9211 9212 9213 9214 9215 9216 9217 9218 9219 9220 9221 9222
## 2 1 2 2 1 2 2 2 2 2 2 2 2
## 9223 9224 9225 9226 9227 9228 9229 9230 9231 9232 9233 9234 9235
## 2 1 1 2 2 2 2 1 2 2 2 1 2
## 9236 9237 9238 9239 9240 9241 9242 9243 9244 9245 9246 9247 9248
## 2 2 2 1 2 2 2 1 2 2 2 2 2
## 9249 9250 9251 9252 9253 9254 9255 9256 9257 9258 9259 9260 9261
## 1 1 2 2 1 1 2 2 2 2 2 2 2
## 9262 9263 9264 9265 9266 9267 9268 9269 9270 9271 9272 9273 9274
## 2 2 1 2 2 2 2 1 2 2 2 2 1
## 9275 9276 9277 9278 9279 9280 9281 9282 9283 9284 9285 9286 9287
## 2 2 2 2 2 1 2 2 2 2 2 2 2
## 9288 9289 9290 9291 9292 9293 9294 9295 9296 9297 9298 9299 9300
## 2 2 2 2 1 2 2 2 2 2 2 1 2
## 9301 9302 9303 9304 9305 9306 9308 9309 9310 9311 9312 9313 9314
## 2 2 2 2 2 2 1 2 2 2 1 2 2
## 9315 9316 9317 9318 9319 9320 9321 9322 9323 9324 9325 9326 9327
## 2 2 2 2 2 2 2 2 2 2 2 2 2
## 9328 9329 9330 9331 9332 9333 9334 9335 9336 9337 9338 9339 9340
## 2 2 2 1 2 1 2 1 2 1 2 2 2
## 9341 9342 9343 9344 9345 9346 9347 9348 9349 9350 9351 9352 9353
## 2 2 2 2 1 2 2 2 2 2 2 2 2
## 9354 9355 9356 9357 9358 9359 9360 9361 9362 9363 9364 9365 9366
## 1 2 1 2 2 2 2 2 2 2 2 2 2
## 9367 9368 9369 9370 9371 9372 9373 9374 9375 9376 9377 9378 9379
## 2 2 1 2 2 1 1 2 2 2 2 2 1
## 9380 9381 9382 9383 9384 9385 9386 9387 9388 9389 9390 9391 9392
## 2 2 2 1 2 2 2 2 2 2 1 2 2
## 9393 9394 9395 9396 9397 9398 9399 9400 9401 9402 9403 9404 9405
## 2 2 1 2 2 2 1 1 1 2 1 2 2
## 9406 9407 9408 9409 9410 9411 9412 9413 9414 9415 9416 9417 9418
## 2 2 2 2 2 2 2 1 2 2 2 2 2
## 9419 9420 9421 9422 9423 9424 9425 9426 9427 9428 9429 9430 9431
## 2 2 2 1 2 2 2 2 2 2 2 2 2
## 9432 9433 9434 9435 9436 9437 9438 9439 9440 9441 9442 9443 9444
## 2 2 2 2 2 2 2 2 2 2 2 2 2
## 9445 9446 9447 9448 9449 9450 9451 9452 9453 9454 9455 9456 9457
## 2 2 2 2 1 2 2 2 2 2 2 1 2
## 9458 9459 9460 9461 9462 9463 9464 9465 9466 9467 9468 9469 9470
## 1 1 2 2 2 2 2 2 2 1 1 2 2
## 9471 9472 9473 9474 9475 9476 9477 9478 9479 9480 9481 9482 9483
## 2 2 2 2 2 1 1 2 2 2 2 1 2
## 9484 9485 9486 9487 9488 9489 9490 9491 9492 9493 9494 9496 9497
## 1 1 2 1 1 1 2 1 2 2 2 2 2
## 9498 9499 9500 9501 9502 9503 9504 9505 9506 9507 9508 9509 9510
## 2 2 2 2 2 2 2 2 2 2 1 2 1
## 9511 9512 9513 9514 9515 9516 9517 9518 9519 9520 9521 9522 9523
## 2 2 2 2 1 2 2 2 2 2 2 2 2
## 9524 9525 9526 9527 9528 9529 9530 9531 9532 9533 9534 9535 9536
## 2 2 2 2 1 2 2 2 2 2 2 2 2
## 9537 9538 9539 9540 9541 9542 9543 9544 9545 9546 9547 9548 9549
## 2 1 2 1 2 2 2 1 2 1 2 2 1
## 9550 9551 9553 9554 9555 9556 9557 9558 9559 9560 9561 9562 9563
## 2 2 2 2 2 2 2 2 1 1 2 2 1
## 9564 9565 9566 9567 9568 9570 9571 9572 9573 9574 9575 9576 9577
## 1 1 2 2 2 2 2 1 1 2 2 2 1
## 9578 9579 9580 9581 9583 9584 9585 9586 9587 9588 9589 9590 9591
## 2 2 2 2 2 2 1 2 2 2 2 2 2
## 9592 9593 9594 9595 9596 9597 9598 9599 9600 9601 9602 9603 9604
## 2 2 1 1 1 2 1 1 2 2 1 2 1
## 9605 9606 9607 9608 9609 9610 9611 9612 9613 9614 9615 9616 9617
## 1 2 2 1 2 2 2 2 2 2 2 1 1
## 9618 9619 9620 9621 9622 9623 9624 9625 9626 9627 9628 9629 9630
## 2 2 2 2 2 2 2 2 2 2 2 2 2
## 9631 9632 9633 9634 9635 9636 9637 9638 9639 9640 9641 9642 9643
## 2 2 2 1 2 1 2 2 2 1 2 2 2
## 9644 9645 9646 9647 9648 9649 9650 9651 9652 9653 9654 9655 9656
## 2 2 2 1 2 2 1 2 2 2 2 1 2
## 9657 9658 9659 9660 9661 9662 9663 9664 9665 9666 9667 9668 9669
## 2 2 2 2 2 2 1 2 1 2 2 2 2
## 9670 9671 9672 9673 9674 9675 9676 9677 9678 9679 9680 9681 9682
## 2 2 2 2 2 2 2 2 2 2 2 2 2
## 9683 9684 9685 9686 9687 9688 9689 9690 9691 9692 9693 9694 9695
## 2 2 2 2 2 2 1 1 1 2 2 2 2
## 9696 9697 9698 9699 9700 9701 9702 9703 9704 9705 9706 9707 9708
## 1 2 2 2 2 2 2 2 2 1 1 2 2
## 9709 9710 9711 9712 9713 9714 9715 9716 9717 9718 9720 9721 9722
## 2 1 2 2 1 1 1 2 2 2 2 1 2
## 9723 9724 9725 9726 9727 9728 9729 9730 9731 9732 9733 9734 9735
## 2 2 2 2 2 1 2 2 2 1 2 1 2
## 9736 9737 9738 9739 9740 9741 9742 9743 9744 9745 9746 9747 9748
## 2 1 1 2 1 2 2 1 2 2 2 1 2
## 9749 9750 9751 9752 9753 9754 9755 9756 9757 9758 9759 9760 9761
## 1 1 2 2 2 2 2 1 2 2 2 1 2
## 9762 9763 9764 9765 9766 9767 9768 9769 9771 9772 9773 9774 9775
## 2 2 1 1 2 2 2 2 2 1 2 2 2
## 9776 9777 9778 9779 9780 9781 9782 9783 9784 9785 9786 9787 9788
## 2 2 2 2 2 1 2 2 2 2 2 2 2
## 9789 9790 9791 9792 9793 9794 9795 9796 9797 9798 9799 9800 9801
## 2 2 1 2 2 1 2 2 2 2 2 2 2
## 9802 9803 9804 9805 9806 9807 9808 9809 9810 9811 9812 9813 9814
## 2 1 1 2 2 1 2 2 2 1 2 2 2
## 9815 9816 9817 9818 9819 9820 9821 9822 9823 9824 9825 9826 9827
## 2 2 2 2 1 2 2 2 2 2 2 2 2
## 9828 9829 9830 9831 9832 9833 9834 9835 9836 9837 9838 9839 9840
## 2 2 1 2 2 2 2 2 2 2 1 2 2
## 9841 9842 9843 9844 9845 9846 9847 9848 9849 9850 9851 9852 9853
## 2 2 2 2 2 1 1 2 2 1 2 1 2
## 9854 9855 9856 9857 9858 9859 9860 9861 9862 9863 9864 9865 9866
## 2 2 1 2 2 2 1 1 2 2 2 2 2
## 9867 9868 9869 9870 9871 9872 9873 9874 9875 9876 9877 9878 9880
## 2 2 2 2 2 2 2 1 2 2 2 1 2
## 9881 9882 9883 9884 9885 9886 9887 9888 9889 9890 9891 9892 9893
## 1 1 2 2 2 2 2 2 2 2 2 2 2
## 9894 9895 9896 9897 9898 9899 9900 9901 9902 9903 9904 9905 9906
## 2 1 2 2 2 2 2 2 1 2 2 1 2
## 9907 9909 9910 9911 9912 9913 9914 9915 9916 9917 9918 9919 9920
## 2 2 2 2 2 2 1 1 1 2 2 1 1
## 9921 9922 9923 9924 9925 9926 9927 9928 9929 9930 9931 9932 9933
## 1 2 1 2 2 2 2 2 2 2 1 2 2
## 9934 9935 9936 9937 9938 9939 9940 9941 9942 9943 9944 9945 9946
## 1 2 2 2 2 2 1 2 2 2 2 2 2
## 9947 9948 9949 9950 9951 9952 9953 9954 9955 9956 9957 9958 9959
## 2 2 2 2 2 1 2 2 2 2 1 2 1
## 9960 9961 9962 9963 9964 9965 9966 9967 9968 9969 9970 9971 9972
## 1 2 2 2 1 2 2 2 2 2 1 2 1
## 9973 9974 9975 9976 9977 9978 9979 9980 9981 9982 9983 9984 9985
## 2 2 2 1 1 2 2 2 2 1 1 2 2
## 9986 9987 9988 9989 9990 9991 9992 9993 9994 9995 9996 9997 9998
## 2 2 2 2 2 2 2 1 2 2 2 2 2
## 9999 10000 10001 10002 10003 10004 10005 10006 10007 10008 10009 10010 10011
## 1 2 1 2 2 2 2 2 2 2 2 2 2
## 10012 10013 10014 10015 10016 10017 10018 10019 10020 10021 10022 10023 10024
## 2 2 2 2 2 2 2 2 2 2 2 2 2
## 10025 10026 10027 10028 10029 10030 10031 10032 10033 10034 10035 10036 10037
## 2 2 2 2 2 2 2 1 1 1 1 1 1
## 10038 10039 10040 10041 10042 10043 10044 10045 10046 10047 10048 10049 10050
## 2 2 2 2 2 2 2 1 2 1 2 2 2
## 10051 10052 10053 10054 10055 10056 10057 10058 10059 10060 10061 10062 10063
## 2 2 2 2 2 2 1 2 1 2 2 2 2
## 10064 10065 10066 10067 10068 10069 10070 10071 10072 10073 10074 10075 10076
## 2 2 2 1 2 2 2 2 2 1 1 2 2
## 10077 10078 10079 10080 10081 10082 10083 10084 10085 10086 10087 10088 10089
## 1 1 2 2 2 2 1 2 2 2 2 1 2
## 10090 10091 10092 10093 10094 10095 10096 10097 10098 10099 10100 10101 10102
## 1 2 2 2 2 2 2 2 2 2 2 2 1
## 10103 10104 10105 10106 10107 10108 10109 10110 10111 10112 10113 10114 10115
## 1 2 2 1 2 2 2 2 2 2 2 1 2
## 10116 10117 10118 10119 10120 10121 10122 10123 10124 10125 10126 10127 10128
## 2 2 1 2 2 2 2 2 2 2 2 2 2
## 10129 10130 10131 10132 10133 10134 10135 10136 10137 10138 10139 10140 10141
## 2 2 2 2 2 2 1 1 2 1 2 1 2
## 10142 10143 10144 10145 10146 10148 10149 10150 10151 10152 10153 10154 10155
## 2 2 2 2 2 2 2 2 2 2 2 2 2
## 10156 10157 10158 10159 10160 10161 10162 10163 10164 10165 10166 10167 10168
## 2 2 2 1 1 2 2 2 1 2 2 2 2
## 10169 10170 10171 10172 10173 10174 10175 10176 10177 10178 10179 10180 10181
## 1 2 1 2 1 2 2 2 1 2 2 2 1
## 10182 10183 10184 10185 10186 10187 10188 10189 10190 10191 10192 10193 10194
## 2 1 2 2 2 2 2 2 2 2 2 2 2
## 10195 10196 10197 10198 10199 10200 10201 10202 10203 10204 10205 10206 10207
## 2 1 2 1 1 2 2 2 1 2 2 1 2
## 10208 10209 10210 10211 10212 10213 10214 10215 10216 10217 10218 10219 10220
## 2 1 2 2 2 1 2 2 2 2 2 2 2
## 10221 10222 10224 10225 10226 10227 10228 10229 10230 10231 10232 10233 10234
## 2 1 2 2 1 2 2 1 2 2 2 2 2
## 10235 10236 10237 10238 10239 10240 10241 10242 10243 10244 10245 10246 10247
## 2 2 2 2 1 2 2 2 2 2 1 1 2
## 10248 10249 10250 10251 10252 10253 10254 10255 10256 10257 10258 10259 10260
## 2 2 2 2 1 2 2 1 2 2 2 2 2
## 10261 10262 10263 10264 10265 10266 10267 10268 10269 10271 10272 10273 10274
## 2 2 2 1 2 2 2 2 2 2 2 2 2
## 10275 10276 10277 10278 10279 10280 10281 10282 10283 10284 10285 10286 10287
## 1 2 2 2 2 2 1 2 2 2 1 2 2
## 10288 10289 10290 10291 10292 10293 10294 10295 10296 10297 10298 10299 10300
## 2 1 2 2 2 2 2 1 2 1 2 1 2
## 10301 10302 10303 10304 10305 10306 10307 10308 10309 10310 10311 10312 10313
## 1 1 1 2 2 2 2 2 2 2 2 2 2
## 10314 10315 10316 10317 10318 10319 10320 10321 10322 10323 10324 10325 10326
## 1 2 2 2 2 1 2 2 1 2 1 1 2
## 10327 10328 10329 10330 10331 10332 10333 10334 10335 10336 10337 10338 10339
## 2 1 2 1 2 2 2 1 2 2 2 2 2
## 10340 10341 10342 10343 10344 10345 10346 10347 10348 10349 10350 10351 10352
## 1 1 2 2 2 2 2 2 2 2 2 1 1
## 10353 10354 10355 10356 10357 10358 10359 10360 10361 10362 10363 10364 10365
## 2 2 2 2 2 1 2 2 1 2 1 1 2
## 10366 10367 10368 10369 10370 10371 10372 10373 10374 10375 10376 10377 10378
## 1 2 1 2 2 2 2 1 2 2 2 2 2
## 10379 10380 10381 10382 10383 10384 10385 10386 10387 10388 10389 10390 10391
## 2 2 2 1 2 1 1 1 2 1 2 2 2
## 10392 10393 10394 10395 10396 10397 10398 10399 10400 10401 10402 10403 10404
## 2 1 2 2 2 2 2 2 2 2 1 1 2
## 10405 10406 10407 10408 10409 10410 10411 10412 10413 10414 10415 10416 10417
## 2 1 2 2 2 2 2 2 1 2 2 2 2
## 10418 10419 10420 10421 10422 10423 10424 10425 10426 10427 10428 10429 10430
## 2 2 1 1 2 2 2 2 2 2 2 2 2
## 10431 10432 10433 10434 10435 10436 10437 10438 10439 10440 10441 10442 10443
## 2 2 2 2 2 2 2 2 2 2 1 2 2
## 10444 10445 10446 10447 10448 10449 10450 10451 10452 10453 10454 10455 10456
## 2 2 2 2 2 2 2 2 1 2 2 2 1
## 10457 10458 10459 10460 10461 10462 10463 10464 10465 10466 10467 10468 10469
## 2 2 2 1 2 2 2 1 2 2 2 2 2
## 10470 10471 10472 10473 10474 10475 10476 10477 10478 10479 10480 10481 10482
## 2 2 2 1 2 2 2 2 2 2 2 2 1
## 10483 10484 10485 10486 10487 10488 10489 10490 10491 10492 10493 10494 10495
## 2 2 2 2 2 2 2 2 2 1 2 2 2
## 10496 10497 10498 10499 10500 10501 10502 10503 10504 10505 10506 10507 10508
## 1 2 2 2 1 2 2 2 2 2 2 2 2
## 10509 10510 10511 10512 10513 10514 10515 10516 10517 10518 10519 10520 10521
## 2 2 1 2 2 2 2 2 2 1 2 2 2
## 10522 10523 10524 10525 10526 10527 10528 10529 10530 10531 10532 10533 10534
## 2 1 2 2 2 2 2 2 2 1 2 2 2
## 10535 10536 10537 10538 10539 10540 10541 10542 10543 10544 10545 10546 10547
## 2 2 2 2 1 2 1 2 1 2 2 2 2
## 10548 10549 10550 10551 10552 10553 10554 10555 10556 10557 10558 10559 10560
## 2 2 2 2 2 2 2 2 1 2 2 1 2
## 10561 10562 10563 10564 10565 10566 10567 10568 10569 10570 10571 10572 10574
## 2 2 2 2 2 2 2 2 2 2 2 1 2
## 10575 10576 10577 10578 10579 10580 10581 10582 10583 10584 10585 10586 10587
## 2 2 1 2 2 2 2 2 2 2 2 2 2
## 10588 10589 10590 10591 10592 10593 10594 10595 10596 10597 10598 10599 10600
## 1 2 2 2 2 2 2 2 2 2 2 2 2
## 10601 10602 10603 10604 10605 10606 10607 10608 10609 10610 10611 10612 10613
## 2 2 2 2 2 2 1 2 2 2 2 2 1
## 10614 10615 10616 10617 10618 10619 10620 10621 10622 10623 10624 10625 10626
## 2 2 2 1 2 2 2 1 1 2 1 2 2
## 10627 10628 10629 10630 10631 10633 10634 10635 10636 10637 10638 10639 10640
## 2 2 1 2 2 2 2 2 1 2 2 1 2
## 10641 10642 10643 10644 10645 10646 10647 10648 10649 10650 10651 10652 10653
## 1 1 2 2 1 2 2 2 1 2 2 2 2
## 10654 10655 10656 10657 10658 10659 10660 10661 10662 10663 10664 10665 10666
## 2 2 2 2 1 1 2 1 2 2 1 2 1
## 10667 10668 10669 10670 10671 10672 10673 10674 10675 10676 10677 10678 10679
## 2 2 1 2 2 2 2 2 1 2 2 2 2
## 10680 10681 10682 10683 10684 10685 10686 10687 10688 10689 10690 10691 10692
## 2 2 2 1 1 2 2 2 2 2 1 2 2
## 10693 10694 10695 10696 10697 10698 10699 10700 10701 10702 10703 10704 10705
## 1 2 2 2 2 2 2 2 2 2 2 2 2
## 10706 10707 10708 10709 10710 10711 10712 10713 10714 10715 10716 10717 10718
## 1 2 2 2 1 2 2 1 2 1 1 2 2
## 10719 10720 10721 10722 10723 10724 10725 10726 10727 10728 10729 10730 10731
## 2 2 1 2 2 2 2 2 2 2 2 2 2
## 10732 10733 10734 10735 10736 10737 10738 10739 10740 10741 10742 10743 10744
## 2 2 2 2 2 2 2 2 2 2 2 2 2
## 10745 10746 10747 10748 10749 10750 10751 10753 10754 10755 10756 10757 10758
## 2 2 2 2 2 2 2 2 1 2 2 2 2
## 10759 10760 10761 10762 10763 10764 10765 10766 10767 10768 10769 10770 10771
## 1 2 2 2 2 2 2 2 2 2 2 2 2
## 10772 10773 10774 10775 10776 10777 10778 10779 10780 10781 10782 10783 10784
## 2 2 2 1 2 2 2 1 2 2 2 2 2
## 10785 10786 10787 10788 10789 10790 10791 10792 10793 10794 10795 10797 10798
## 2 2 2 2 2 2 2 2 2 2 2 2 2
## 10799 10800 10801 10802 10803 10804 10805 10806 10807 10808 10809 10810 10811
## 2 2 2 1 2 2 2 2 2 2 2 2 2
## 10812 10813 10814 10815 10816 10817 10818 10819 10820 10821 10822 10823 10824
## 2 2 2 2 1 1 1 2 2 2 1 2 2
## 10825 10826 10827 10828 10829 10830 10831 10832 10833 10834 10835 10836 10837
## 1 2 2 1 2 2 2 2 2 1 2 1 2
## 10838 10839 10840 10841 10843 10844 10845 10846 10847 10848 10849 10850 10851
## 2 2 2 2 2 2 2 2 2 2 2 2 2
## 10852 10853 10854 10855 10856 10857 10858 10859 10860 10861 10862 10863 10864
## 2 2 2 2 2 2 2 2 2 2 2 1 1
## 10865 10866 10867 10868 10869 10870 10871 10872 10873 10874 10875 10876 10877
## 2 2 2 2 2 1 2 2 2 2 2 1 2
## 10878 10879 10880 10881 10882 10883 10884 10885 10886 10887 10888 10889 10890
## 1 2 2 2 2 2 2 2 1 2 1 2 1
## 10891 10892 10893 10894 10895 10896 10897 10898 10899 10900 10901 10902 10903
## 2 2 2 2 1 2 2 2 2 2 2 2 2
## 10904 10905 10906 10907 10908 10909 10910 10911 10912 10913 10914 10915 10916
## 2 2 2 2 2 1 2 2 2 1 2 2 1
## 10917 10918 10919 10920 10921 10922 10923 10924 10925 10926 10927 10928 10929
## 1 2 2 1 2 2 2 2 1 2 2 1 2
## 10930 10931 10932 10933 10934 10935 10936 10937 10938 10939 10940 10941 10942
## 2 1 2 2 2 2 2 2 1 2 2 2 1
## 10943 10944 10945 10946 10947 10948 10949 10950 10951 10952 10953 10954 10955
## 2 2 2 2 2 2 1 2 2 2 2 2 1
## 10956 10957 10958 10959 10960 10961 10962 10963 10964 10965 10966 10967 10968
## 2 1 2 2 2 2 2 2 2 2 2 2 2
## 10969 10970 10971 10972 10973 10974 10975 10976 10977 10978 10979 10980 10981
## 2 2 2 2 2 1 2 2 2 1 2 1 2
## 10982 10983 10984 10985 10986 10987 10988 10990 10991 10992 10993 10994 10995
## 2 1 2 2 1 2 1 2 2 2 2 2 2
## 10996 10997 10998 10999 11000 11001 11002 11003 11004 11005 11006 11007 11008
## 1 2 2 2 1 1 2 2 2 1 2 2 2
## 11009 11010 11011 11012 11013 11014 11015 11016 11017 11018 11019 11020 11021
## 2 2 2 2 2 1 2 2 2 2 2 2 2
## 11022 11023 11024 11025 11026 11027 11028 11029 11030 11031 11032 11033 11034
## 2 2 2 1 2 1 2 2 2 2 2 2 2
## 11035 11036 11037 11038 11039 11040 11041 11042 11043 11045 11046 11047 11048
## 1 2 2 2 2 2 2 2 2 2 2 2 2
## 11049 11050 11051 11052 11053 11054 11055 11056 11057 11058 11059 11060 11061
## 2 2 2 2 2 2 2 1 1 2 1 2 2
## 11062 11063 11064 11065 11066 11067 11068 11069 11070 11071 11072 11073 11074
## 2 2 2 2 1 2 2 1 2 2 1 2 2
## 11075 11076 11077 11078 11079 11080 11081 11082 11083 11084 11085 11086 11087
## 2 2 2 2 2 2 2 2 2 2 2 2 2
## 11088 11089 11090 11091 11092 11093 11094 11095 11096 11097 11098 11099 11100
## 1 2 1 2 2 2 2 2 2 1 2 2 1
## 11101 11102 11103 11104 11105 11106 11107 11108 11109 11110 11111 11112 11113
## 2 2 2 1 2 2 2 2 2 2 2 2 2
## 11114 11115 11116 11117 11118 11119 11120 11121 11122 11123 11124 11125 11126
## 1 2 2 1 2 1 2 1 2 2 2 1 2
## 11127 11128 11129 11130 11131 11132 11133 11134 11135 11136 11137 11138 11139
## 2 2 2 2 1 2 2 2 2 2 2 1 2
## 11140 11141 11142 11143 11144 11145 11146 11147 11148 11149 11150 11151 11152
## 2 2 2 2 2 2 2 1 2 2 2 2 2
## 11153 11154 11155 11156 11157 11158 11159 11160 11161 11162 11163 11164 11165
## 1 2 2 2 2 2 2 2 2 2 2 2 1
## 11166 11167 11168 11169 11170 11171 11172 11173 11174 11175 11176 11177 11178
## 2 2 2 1 2 2 1 1 2 2 2 2 2
## 11179 11180 11181 11182 11183 11184 11185 11186 11187 11188 11189 11190 11191
## 2 2 2 2 1 2 2 2 2 2 2 1 2
## 11192 11193 11194 11195 11196 11197 11198 11199 11200 11201 11202 11203 11204
## 2 1 1 2 2 2 2 2 1 1 1 2 2
## 11205 11207 11208 11209 11210 11211 11212 11213 11214 11215 11216 11217 11218
## 2 2 1 1 2 2 2 2 2 1 2 2 2
## 11219 11220 11221 11222 11223 11224 11225 11226 11227 11228 11229 11230 11231
## 1 1 2 2 2 2 2 2 2 1 2 1 2
## 11232 11233 11234 11235 11236 11237 11238 11239 11240 11241 11242 11243 11244
## 2 1 2 2 2 2 2 1 2 2 2 1 2
## 11245 11246 11247 11248 11249 11250 11251 11252 11253 11254 11255 11256 11257
## 2 2 1 2 2 1 1 2 1 2 1 1 1
## 11258 11259 11260 11261 11262 11263 11264 11265 11266 11267 11268 11269 11270
## 1 1 2 2 2 2 2 2 2 2 2 2 2
## 11271 11272 11273 11274 11275 11276 11277 11278 11279 11280 11281 11282 11283
## 1 2 2 2 1 2 2 2 1 2 2 2 2
## 11284 11285 11286 11287 11288 11289 11290 11291 11292 11293 11294 11295 11296
## 2 2 2 2 2 2 1 2 2 2 1 2 1
## 11297 11298 11299 11300 11301 11302 11303 11304 11305 11306 11307 11308 11309
## 2 2 1 1 2 1 2 2 2 1 2 2 1
## 11310 11311 11312 11313 11314 11315 11316 11317 11318 11319 11320 11321 11322
## 2 2 1 2 1 2 1 1 2 2 2 2 2
## 11323 11324 11325 11326 11327 11328 11329 11330 11331 11332 11333 11334 11335
## 2 2 2 2 2 2 2 2 2 2 1 1 2
## 11336 11337 11338 11339 11340 11341 11342 11343 11344 11345 11346 11347 11348
## 1 2 2 2 2 2 2 1 2 1 1 1 1
## 11349 11350 11351 11352 11353 11354 11355 11356 11357 11358 11359 11360 11361
## 2 2 2 1 2 2 2 2 2 2 2 2 2
## 11362 11363 11364 11365 11366 11367 11368 11369 11370 11371 11372 11373 11374
## 2 2 2 1 2 2 1 2 2 2 1 2 2
## 11375 11376 11377 11378 11379 11380 11381 11382 11383 11384 11385 11386 11387
## 2 1 2 2 2 2 2 2 2 2 2 2 2
## 11388 11389 11390 11391 11392 11393 11394 11395 11396 11397 11398 11399 11400
## 2 2 2 2 2 2 2 1 2 2 2 2 2
## 11401 11402 11403 11404 11406 11407 11408 11409 11410 11411 11412 11413 11414
## 1 2 2 2 2 1 1 1 2 2 2 2 2
## 11415 11416 11417 11418 11419 11420 11421 11422 11423 11424 11425 11426 11427
## 2 2 2 1 2 2 2 2 2 2 2 2 2
## 11428 11429 11430 11431 11432 11433 11434 11435 11436 11437 11438 11439 11440
## 2 2 2 2 2 2 2 1 2 2 2 2 2
## 11441 11442 11443 11444 11445 11446 11447 11448 11449 11450 11451 11452 11453
## 2 2 1 2 2 2 1 1 2 2 2 2 2
## 11454 11455 11456 11457 11458 11459 11460 11461 11462 11463 11464 11465 11466
## 2 2 2 2 2 2 2 1 2 2 2 2 2
## 11467 11468 11469 11470 11471 11472 11473 11474 11475 11476 11477 11478 11479
## 2 2 2 2 1 2 2 2 2 2 1 1 2
## 11480 11481 11482 11483 11484 11485 11486 11487 11488 11489 11490 11491 11492
## 2 2 2 2 2 1 2 2 2 2 2 2 2
## 11493 11494 11495 11496 11497 11498 11499 11500 11501 11502 11503 11504 11505
## 2 2 2 1 2 2 2 2 2 2 2 2 2
## 11506 11507 11508 11509 11510 11511 11512 11513 11514 11515 11516 11517 11518
## 2 2 2 2 1 2 1 1 1 2 2 2 2
## 11519 11520 11521 11522 11523 11525 11526 11527 11528 11529 11530 11531 11532
## 2 1 2 2 2 2 2 1 2 2 2 2 2
## 11533 11534 11535 11536 11537 11538 11539 11540 11541 11542 11543 11544 11545
## 2 2 2 1 2 1 2 2 2 1 1 2 2
## 11546 11547 11548 11549 11550 11551 11552 11553 11554 11555 11556 11557 11558
## 1 2 2 1 1 2 2 2 2 1 1 2 2
## 11559 11560 11561 11562 11563 11564 11565 11566 11567 11568 11569 11570 11571
## 2 2 2 1 2 2 2 2 2 2 2 2 2
## 11572 11573 11574 11575 11576 11577 11578 11579 11580 11581 11583 11584 11585
## 1 2 1 1 2 1 2 2 1 2 2 2 2
## 11586 11587 11588 11589 11590 11591 11592 11593 11594 11595 11596 11597 11598
## 2 1 2 2 2 2 1 2 2 1 2 1 2
## 11599 11600 11601 11602 11603 11604 11605 11606 11607 11608 11609 11610 11611
## 1 2 1 1 2 1 2 2 2 2 2 2 2
## 11612 11613 11614 11615 11616 11617 11618 11619 11620 11621 11622 11623 11624
## 1 2 2 2 2 2 2 2 2 2 2 2 2
## 11626 11627 11628 11629 11630 11631 11632 11633 11634 11635 11636 11637 11638
## 2 2 2 2 2 2 2 2 2 2 2 2 2
## 11639 11640 11641 11642 11643 11644 11645 11646 11647 11648 11649 11650 11651
## 1 1 2 2 1 2 2 2 1 2 2 2 2
## 11652 11653 11654 11655 11656 11657 11658 11660 11661 11662 11663 11664 11665
## 2 2 2 2 2 2 2 2 2 2 2 2 1
## 11666 11667 11668 11669 11670 11671 11672 11673 11674 11675 11676 11677 11678
## 2 2 2 2 2 2 2 2 2 2 2 2 2
## 11679 11680 11681 11682 11683 11684 11685 11686 11687 11688 11689 11690 11691
## 2 2 2 2 2 2 2 2 2 2 2 2 2
## 11692 11693 11694 11695 11696 11697 11698 11699 11700 11701 11702 11703 11704
## 2 2 1 2 2 2 2 2 2 2 1 2 2
## 11705 11706 11707 11708 11709 11710 11711 11712 11713 11714 11715 11716 11717
## 2 2 2 2 2 1 2 2 1 1 2 2 2
## 11718 11719 11720 11721 11722 11723 11724 11725 11726 11727 11728 11729 11730
## 2 2 2 2 2 1 2 2 2 2 2 2 1
## 11731 11732 11733 11735 11736 11737 11738 11739 11740 11741 11742 11743 11744
## 2 2 2 2 1 1 2 2 2 2 2 2 1
## 11745 11746 11747 11749 11750 11751 11752 11753 11754 11755 11756 11757 11758
## 2 2 2 2 2 1 2 2 1 2 2 2 2
## 11759 11760 11761 11762 11763 11764 11765 11766 11767 11768 11769 11770 11771
## 2 2 2 2 2 2 1 2 2 2 2 2 2
## 11772 11773 11774 11775 11776 11777 11778 11779 11780 11781 11782 11783 11784
## 2 2 1 2 2 2 2 2 1 2 2 2 2
## 11785 11786 11787 11788 11789 11790 11791 11792 11793 11794 11795 11796 11797
## 2 2 2 1 2 2 2 2 2 2 2 1 2
## 11798 11799 11800 11801 11803 11804 11805 11806 11807 11808 11809 11810 11811
## 1 2 2 2 2 2 1 2 1 2 2 2 2
## 11812 11813 11815 11816 11817 11818 11819 11820 11821 11822 11823 11824 11825
## 2 2 2 2 2 2 2 2 2 2 1 2 2
## 11826 11827 11829 11830 11831 11832 11833 11834 11835 11836 11837 11838 11839
## 2 1 2 1 1 2 1 1 2 2 2 2 2
## 11840 11841 11842 11843 11844 11845 11846 11847 11848 11849 11850 11851 11852
## 1 2 2 2 2 2 1 2 2 2 2 1 1
## 11853 11854 11855 11856 11857 11858 11859 11860 11861 11862 11863 11864 11865
## 1 1 1 1 2 1 1 2 2 1 2 1 2
## 11866 11867 11868 11869 11870 11871 11872 11873 11874 11875 11876 11877 11878
## 2 1 2 2 1 2 1 2 2 2 2 2 2
## 11879 11880 11881 11882 11883 11884 11885 11886 11887 11888 11889 11890 11891
## 2 2 2 2 2 2 2 2 2 2 1 2 1
## 11892 11893 11894 11895 11896 11897 11898 11899 11900 11901 11902 11903 11904
## 2 2 2 2 2 1 2 2 2 2 1 2 2
## 11905 11906 11907 11908 11909 11910 11911 11912 11913 11914 11915 11916 11917
## 1 2 1 1 2 2 2 2 2 2 2 2 1
## 11918 11919 11920 11921 11922 11923 11924 11925 11926 11927 11928 11929 11930
## 1 2 2 1 2 1 2 2 2 2 1 2 2
## 11931 11932 11933 11934 11936 11937 11938 11940 11941 11942 11943 11944 11945
## 2 1 2 2 2 1 2 2 2 2 2 2 2
## 11946 11947 11948 11949 11950 11951 11952 11953 11954 11955 11956 11957 11958
## 2 2 2 2 2 2 2 2 2 2 2 2 2
## 11959 11960 11961 11962 11963 11964 11965 11966 11967 11968 11969 11970 11971
## 2 2 2 1 2 2 1 1 1 2 2 2 2
## 11972 11973 11974 11975 11976 11977 11978 11979 11980 11981 11982 11983 11984
## 2 2 2 2 2 2 1 2 2 2 2 2 1
## 11985 11986 11987 11988 11989 11990 11991 11992 11993 11994 11995 11996 11997
## 2 2 1 2 1 2 2 2 2 2 1 2 2
## 11998 11999 12000 12001 12002 12003 12004 12005 12006 12007 12008 12009 12010
## 2 2 2 2 1 2 2 2 2 2 2 2 2
## 12011 12012 12013 12014 12015 12016 12017 12018 12019 12020 12021 12022 12023
## 2 2 2 2 2 2 2 1 2 1 2 2 2
## 12024 12025 12026 12027 12028 12029 12030 12031 12032 12033 12034 12035 12036
## 2 2 2 2 1 2 2 2 2 2 1 2 2
## 12037 12038 12039 12040 12041 12042 12043 12044 12045 12046 12047 12048 12049
## 1 2 2 2 2 2 1 2 2 2 2 2 2
## 12050 12051 12052 12053 12054 12055 12056 12057 12058 12059 12060 12061 12062
## 2 2 2 2 2 2 2 2 2 2 2 2 2
## 12063 12064 12065 12066 12067 12068 12069 12070 12071 12072 12073 12074 12075
## 2 2 2 1 2 1 2 1 2 2 2 2 2
## 12076 12077 12078 12079 12080 12081 12082 12083 12084 12085 12086 12087 12088
## 2 2 2 1 2 2 2 2 2 2 2 2 2
## 12089 12090 12091 12092 12093 12094 12095 12096 12097 12098 12099 12100 12101
## 2 1 2 2 2 1 2 1 1 2 2 2 2
## 12102 12103 12104 12105 12106 12107 12108 12109 12110 12111 12112 12113 12114
## 2 2 1 2 2 1 2 2 2 1 1 2 2
## 12115 12116 12117 12118 12119 12120 12121 12122 12123 12124 12125 12126 12127
## 2 1 2 2 2 2 1 2 1 2 2 2 2
## 12128 12129 12130 12131 12132 12133 12134 12135 12136 12137 12138 12139 12140
## 2 2 1 1 1 2 1 2 2 2 2 2 1
## 12141 12142 12143 12144 12145 12146 12147 12148 12149 12150 12151 12152 12153
## 2 1 2 1 2 2 2 2 1 2 2 2 1
## 12154 12155 12156 12157 12158 12159 12161 12162 12163 12164 12165 12166 12167
## 2 2 1 2 2 2 2 2 2 2 2 2 2
## 12168 12169 12170 12171 12172 12173 12174 12175 12176 12177 12178 12179 12180
## 2 2 1 1 1 2 2 2 2 1 2 1 1
## 12182 12183 12184 12185 12187 12188 12189 12190 12191 12192 12193 12194 12195
## 2 1 2 1 2 2 1 1 1 1 2 2 2
## 12196 12197 12198 12199 12200 12201 12202 12203 12204 12205 12206 12207 12208
## 2 2 2 2 2 2 2 2 2 1 2 2 2
## 12209 12210 12211 12212 12213 12214 12215 12216 12217 12218 12219 12220 12221
## 2 2 2 2 2 2 2 2 1 2 2 2 2
## 12222 12223 12224 12225 12226 12227 12228 12229 12230 12231 12232 12233 12234
## 1 2 2 1 2 2 2 2 2 1 2 2 1
## 12235 12236 12237 12238 12239 12240 12241 12242 12243 12244 12245 12246 12247
## 2 2 1 2 2 2 2 2 2 2 1 2 2
## 12248 12249 12250 12251 12252 12253 12254 12255 12256 12257 12258 12259 12260
## 2 2 2 2 2 2 2 2 1 2 2 2 2
## 12261 12262 12263 12264 12265 12266 12267 12268 12269 12270 12271 12272 12273
## 1 1 2 2 2 1 1 2 2 2 2 2 1
## 12274 12275 12276 12277 12278 12279 12280 12281 12282 12283 12284 12285 12286
## 2 2 2 2 2 1 2 2 1 1 2 2 1
## 12287 12288 12289 12290 12291 12292 12293 12294 12295 12296 12297 12298 12299
## 2 1 2 2 2 2 2 2 2 2 2 2 2
## 12300 12301 12302 12303 12304 12305 12306 12307 12308 12309 12310 12311 12312
## 2 2 2 2 2 2 2 2 1 2 2 2 1
## 12313 12314 12315 12316 12317 12318 12319 12320 12321 12322 12323 12324 12325
## 1 1 2 2 2 2 2 2 2 2 2 2 2
## 12326 12327 12328 12329 12330
## 2 2 2 2 2
##
## Within cluster sum of squares by cluster:
## [1] 51733.07 132229.74
## (between_SS / total_SS = 11.3 %)
##
## Available components:
##
## [1] "cluster" "centers" "totss" "withinss" "tot.withinss"
## [6] "betweenss" "size" "iter" "ifault"# Plot the 2 clusters
library("factoextra")## Welcome! Want to learn more? See two factoextra-related books at https://goo.gl/ve3WBafviz_cluster(km.1, data = ecomm.scl)
# Check the Cluster centers
km.1$centers## Administrative Administrative_Duration Informational Informational_Duration
## 1 1.4595894 1.2022481 1.3982384 1.0835512
## 2 -0.2657528 -0.2188977 -0.2545824 -0.1972861
## ProductRelated ProductRelated_Duration BounceRates ExitRates PageValues
## 1 1.3380708 1.249143 -0.31586446 -0.48441763 0.20818104
## 2 -0.2436274 -0.227436 0.05751059 0.08819968 -0.03790428
## SpecialDay Month OperatingSystems Browser Region TrafficType
## 1 -0.16267803 0.15650713 -0.016231428 -0.08212147 -0.06602176 -0.13904140
## 2 0.02961938 -0.02849582 0.002955315 0.01495215 0.01202082 0.02531578
## VisitorType Weekend
## 1 -0.13904140 0.046617692
## 2 0.02531578 -0.008487853Our clusters have distinct and different centers
# Determining Optimal clusters (k) Using Elbow method
wssplot <- function(data, nc = 15, set.seed = 1234){
wss <- (nrow(data) - 1)*sum(apply(data, 2, var))
for(i in 2:nc) {
set.seed(1234)
wss[i] <- sum(kmeans(x = data, centers = i, nstart = 25)$withinss)
}
plot(1:nc, wss, type = 'b', xlab = 'Number of Clusters', ylab = 'Within Group Sum of Square',
main = 'Elbow Method Plot to Find Optimal Number of Clusters', frame.plot = T,
col = 'blue', lwd = 1.5)
}
wssplot(ecomm.df)
# Determining Optimal clusters (k) Using Average Silhouette Method
fviz_nbclust(x = ecomm.scl,FUNcluster = kmeans, method = 'silhouette' )
# compute gap statistic
library(cluster)
set.seed(42)
gap.km <- clusGap(x = ecomm.scl, FUN = kmeans, K.max = 15, nstart = 25,
B = 5)
fviz_gap_stat(gap.km)
We will take the majority vote, the optimal k is 2
Hierachial Clustering
# Pick the distance metrics
dist_matrics <- dist(ecomm.scl, method = 'euclidean')
hclust_mdl <- hclust(dist_matrics, method = 'ward.D2')
plot(hclust_mdl)
# Visually see the clusters on the dendrogram
plot(hclust_mdl)
rect.hclust(hclust_mdl , k = 2, border = 2:6)
abline(h = 2, col = 'red')
DBSCAN
library("dbscan")
db_model<-dbscan(ecomm.scl,eps=0.4,minPts = 4)
print(db_model)## DBSCAN clustering for 12199 objects.
## Parameters: eps = 0.4, minPts = 4
## The clustering contains 62 cluster(s) and 11681 noise points.
##
## 0 1 2 3 4 5 6 7 8 9 10 11 12
## 11681 11 62 12 6 5 5 12 4 10 10 4 6
## 13 14 15 16 17 18 19 20 21 22 23 24 25
## 8 4 3 5 4 5 5 28 4 4 5 11 6
## 26 27 28 29 30 31 32 33 34 35 36 37 38
## 9 4 4 4 6 4 17 4 5 5 10 16 36
## 39 40 41 42 43 44 45 46 47 48 49 50 51
## 11 38 4 4 7 11 6 4 5 5 5 4 4
## 52 53 54 55 56 57 58 59 60 61 62
## 7 4 4 4 4 4 3 4 5 4 4
##
## Available fields: cluster, eps, minPts# Plot our clusters
hullplot(ecomm.scl,db_model$cluster)
Conclusion
Most purchases were made in November. This makes sense because of the festive season in December. Most purchases were made on weekdays. Most purchases were made by Returning visitors. Most purchases were made by traffic type 2. Most purchases were made by people from region 1. Most purchases were made from browser 2. Most purchases were made from Operating system 2.
Model: Hierarchical clustering can’t handle big datasets compared to K Means clustering. In Hierarchical clustering the model does not show clear clusters when the dataset is large.
Recommendation
I would recommend that more effort is generated towards people with the above characteristics.